Data Analytics & Machine Learning

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    Data Analysis and Machine learning Services

    Pubrica's team of researchers and data science analyse the data by using advanced machine leaning (ML) techniques. Here is how we help.

    1. We provide an end-to-end analytics and machine learning services for your healthcare and medical research and for publication support.
    2. We support non-protocol driven analysis, hypothesis generation, and post-hoc analyses. By understanding the author’s / researcher’s requirements, we apply high quality and advanced analytics (Artificial Intelligence techniques) based on the research question and/or hypotheses to analyse large and complex data structure to create predictive models that personalize and improve diagnosis, prognosis, monitoring, and administration of treatments, with the aim of improving individual health outcome.
    3. Our machine learning (ML) algorithm development services support publications for high impact journals such as British Medical Journals (BMJ), Lancet, The New England Journal of Medicine or more.
    4. Our comprehensive data analytics and ML services includes text mining and natural language processing, medical imaging analyses, semantic annotation, deep learning application, predictive modeling for personalized treatment, algorithm flow chart or rule making medical recommender systems, visual analytics for healthcare.
    5. Our services also support in health economic research, segmentation, patient journey & Insights – Machine learning, predictive analytics, interpretation and visualization, leadership content and editorial design.
    6. Expertise in SAS, STATA, ACCESS, PERL, R, ASP, VBA/VB script, SQL and RUBY and familiarity in: SUDAAN, MATLAB, JAVA, PHP, Shell, ASP.net, HTML, XML and C
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    Pubrica Medical Data Science Support follows Best Practices for Research and publication

    Our medical data analytics & Data Science Highlights

    Health Economics & Outcome Research

    Our econometricians support in developing different models to address research needs that includes from simple cost calculation to evaluate the costs of treatments and adverse events to advanced budget impact models to assess the economic implications of cost-utility of the new formulary. Our experts work closely with different researchers, stakeholders, health authorities, and technology assessment agencies to generate relevant economic and humanistic evidence.

    • Patient-reported outcome (PRO) studies,
    • Quality of life and health utility studies,
    • Retrospective cost-effectiveness and
    • Resource utilization studies,
    • Market simulation modeling management of economic endpoints in clinical trials,
    • Portfolio planning,
    • Comprehensive economic and outcomes literature review,
    • Country-specific value dossiers,
    • Pricing and market access research.

    What You Provide

    • Domain area. E.g., Medical, Bio-medical, clinical research
    • Area of interest.
    • Target Country. E.g. the UK
    • Target State, if any or generalized UK population
    • Clear Research Proposal - Rough outline
    • Suggest 2-3 significant references
    • Feasibility of data collection
    • University guidelines.

    What We Provide

    • Clear architecture flow
    • flow chart or operational flow chart
    • Algorithm and coding
    • Analyses including preprocessing and validation
    • Training data collection
    • Performance evaluation
    • Presentation of analytics as per guidelines specified in the Journal
    • Properly referenced document
    • A fully formatted document, including line spacing, font, and heading style as per the author's guidelines.
    • Proofreading. Examine your document in terms of language errors.

    Customer Segmentation

    Our customer segmentation research allows companies to identify priority segments to target, determine the optimal value proposition for a different customer, and understand how to build and leverage brand equity. Our support includes:

    • Chi-squared automatic Interaction Detectors,
    • medical device market segmentation,
    • biotech, pharmaceutical, hospitals market segmentation,
    • patient segmentation

    What You Provide

    • Domain area. E.g., Medical, Bio-medical, clinical research
    • Area of interest.
    • Target Country. E.g. the UK
    • Target State, if any or generalized UK population
    • Clear Research Proposal - Rough outline
    • Suggest 2-3 significant references
    • Feasibility of data collection
    • University guidelines.

    What We Provide

    • Clear architecture flow
    • flow chart or operational flow chart
    • Algorithm and coding
    • Analyses including preprocessing and validation
    • Training data collection
    • Performance evaluation
    • Presentation of analytics as per guidelines specified in the Journal
    • Journal format template for which the research will be published

    Patient Journey & Insights – Application of Machine Learning

    We support to build analytics that would help researchers to extract and analyse information from EMR / EHR files in the form of PDF, image, XML files and provide a better understanding of the disease area, and treatment pattern. Using techniques like intent detection, sentiment analysis, image recognition, Pubrica experience in big data and ML helped the client by generating the right insights. Our support includes analysing real world data analytics

    • Treatment patterns, switches, treatment sequences
    • Effectiveness and safety outcomes analysis
    • Unmet need and burden of illness (clinical, cost, health resource utilization)
    • Patient journey, physician specialty
    • Drug adherence/persistence, guidelines compliance
    • Advanced statistical analytics

    What You Provide

    • Domain area. E.g., Medical, Bio-medical, clinical research
    • Area of interest.
    • Target Country. E.g. the UK
    • Target State, if any or generalized UK population
    • Clear Research Proposal - Rough outline
    • Suggest 2-3 significant references
    • Feasibility of data collection
    • University guidelines.

    What We Provide

    • Clear architecture flow
    • flow chart or operational flow chart
    • Algorithm and coding
    • Analyses including preprocessing and validation
    • Training data collection
    • Performance evaluation
    • Presentation of analytics as per guidelines specified in the Journal
    • Properly referenced document
    • A fully formatted document, including line spacing, font, and heading style as per the author's guidelines.
    • Proofreading. Examine your document in terms of language errors.

    Predictive Analytics

    Our data scientists use machine learning techniques to evaluate historical and real-time data to analyse and identify trends or red flags that may lead to improved diagnoses and treatment. We work closely with researchers and offer insights on the overall improvement of business operations, personal medicines to assists and enhance the accuracy of diagnosis and treatment, and cohort treatment and epidemiology to assess potential risk factors for public health.

    • Aiding diagnosis
    • Personalized medicine
    • Advise on the risk of deaths in surgery based on the patient’s current condition
    • Applying to elective processes
    • Epidemiological studies based on risk assessment and statistics that aim to identify and prevent illness for population at risk
    • Pharmaceutical analytics

    What You Provide

    • Domain area. E.g., Medical, Bio-medical, clinical research
    • Area of interest.
    • Target Country. E.g. the UK
    • Target State, if any or generalized UK population
    • Clear Research Proposal - Rough outline
    • Suggest 2-3 significant references
    • Feasibility of data collection
    • University guidelines.
    • Specification of tools and techniques if any.

    What We Provide

    • Clear architecture flow
    • flow chart or operational flow chart
    • Algorithm and coding
    • Analyses including preprocessing and validation
    • Training data collection
    • Performance evaluation
    • Presentation of analytics as per guidelines specified in the Journal
    • Journal format template for which the research will be published

    Algorithm Development for Training and optimisation

    Our data science experts help healthcare developers with powerful algorithms and rules-based system (workflows) / business logics that allows the full automation of the processes needed to get the results. Our experts provide algorithms that extract essential information from both structured and unstructured data for computer vision, video, face, emotion recognition, speech, text, language understanding and knowledge exploration. Our algorithm development support includes

    • AI and Machine Learning Algorithms
    • Deep learning and neural network algorithms
    • Privacy and Security algorithms
    • Networking, wireless communication algorithms
    • Multi-objective based optimisation techniques
    • Text and Web mining algorithms
    • Algorithms for data visualisation
    • Training of business models

    What You Provide

    • Domain area. E.g., Medical, Bio-medical, clinical research
    • Area of interest.
    • Target Country. E.g. the UK
    • Target State, if any or generalized UK population
    • Clear Research Proposal -
    • Suggest 2-3 significant references
    • Feasibility of data collection
    • University guidelines.
    • Institutional data
    • Specification of tools and techniques if any.

    What We Provide

    • Clear architecture flow
    • flow chart or operational flow chart
    • Algorithm and coding
    • Analyses including preprocessing and validation
    • Training data collection
    • Performance evaluation
    • Presentation of analytics as per guidelines specified in the Journal
    • Journal format template for which the research will be published

    Meaningful Interpretation, Reporting and Visualisation

    Visual analytics, also termed as data visualization, holds the potential to address the information overload that is becoming more and more prevalent. Visual analytics is part of science and it is simplified by advanced interactive visual interfaces. It driven by the transformed data and user feedback direct to the corresponding operators which completed the repetitive process. Visualizations help uncover concealed information in the data, compare differences among the patient groups, find critical factors which influence a specific disease, and help direct further analyses

    Our data science experts along with researchers help to visualize the data and interpret in meaningful manner. Our reporting and visualisation support include

    • Storyboard creation
    • Creation of new templates & graphs
    • Posting & Charting of tabulation
    • Modification of existing data /graphs
    • Presentation and reports in PPT/ word /PDF
    • Automated /macro-driven charting /reporting

    Thought Leadership Content & Editorial Design

    Our subject matter experts create curated content to translate rich insights into concrete growth. Pubrica experts create unique content based on the audiences. Our thought leadership content support includes

    • Executive Reports for investors
    • Strategic report for decision making
    • White Papers
    • Blogs
    • Authored Articles
    • Ghost Writing
    • Customized Content & Reports

    What You Provide

    • Domain area. E.g., Medical, Bio-medical, clinical research
    • Area of interest.
    • Target Country. E.g. the UK
    • Target State, if any or generalized UK population
    • Clear Research Proposal -
    • Suggest 2-3 significant references
    • Feasibility of data collection
    • University guidelines.
    • Institutional data
    • Specification of tools and techniques if any.

    What We Provide

    • Clear architecture flow
    • flow chart or operational flow chart
    • Algorithm and coding
    • Analyses including preprocessing and validation
    • Training data collection
    • Performance evaluation
    • Presentation of analytics as per guidelines specified in the Journal
    • Journal format template for which the research will be published

    Textual Analyses

    Pubrica data science team apply Machine Learning (ML) techniques such as natural language processing (NLP) method to extract information from clinical notes. We support in collecting data from the following sources

    • The Internet of Things (think FitBit data)
    • Electronic Medical Records/Electronic Health Records (classic)
    • Insurance Providers (claims from private and government payers)
    • Other Clinical Data (including computerized physician order entries, physician notes, medical imaging records, and more)
    • Opt-In Genome and Research Registries
    • Social Media (tweets, Facebook comments, etc.)
    • Web Knowledge (emergency care data, news feeds, and medical journals)

    What You Provide

    • Domain area. E.g., Medical, Bio-medical, clinical research
    • Area of interest.
    • Target Country. E.g. the UK
    • Target State, if any or generalized UK population
    • Clear Research Proposal -
    • Suggest 2-3 significant references
    • Feasibility of data collection
    • University guidelines.
    • Institutional data
    • Specification of tools and techniques if any.

    What We Provide

    • Clear architecture flow
    • flow chart or operational flow chart
    • Algorithm and coding
    • Analyses including preprocessing and validation
    • Training data collection
    • Performance evaluation
    • Presentation of analytics as per guidelines specified in the Journal
    • Journal format template for which the research will be published

    Dynamic disease modeling

    • Epidemiological forecasting
    • Higher granular view of patient segments and lines of therapy
    • Used to provide inputs for commercial forecasts, and carry out scenario planning

    What You Provide

    • Domain area. E.g., Medical, Bio-medical, clinical research
    • Area of interest.
    • Target Country. E.g. the UK
    • Target State, if any or generalized UK population
    • Clear Research Proposal -
    • Suggest 2-3 significant references
    • Feasibility of data collection
    • University guidelines.
    • Institutional data
    • Specification of tools and techniques if any.

    What We Provide

    • Clear architecture flow
    • flow chart or operational flow chart
    • Algorithm and coding
    • Analyses including preprocessing and validation
    • Training data collection
    • Performance evaluation
    • Presentation of analytics as per guidelines specified in the Journal
    • Journal format template for which the research will be published

    Biostatistics and Epidemiology

    • Descriptive and comparative analytics
    • Propensity score and innovative matching techniques
    • Advanced statistical modelling
    • Survival models
    • Matching-adjusted indirect comparison
    • Disease incidence / prevalence
    • Disease surveillance

    What You Provide

    • Domain area. E.g., Medical, Bio-medical, clinical research
    • Area of interest.
    • Target Country. E.g. the UK
    • Target State, if any or generalized UK population
    • Clear Research Proposal -
    • Suggest 2-3 significant references
    • Feasibility of data collection
    • University guidelines.
    • Institutional data
    • Specification of tools and techniques if any.

    What We Provide

    • Clear architecture flow
    • flow chart or operational flow chart
    • Algorithm and coding
    • Analyses including preprocessing and validation
    • Training data collection
    • Performance evaluation
    • Presentation of analytics as per guidelines specified in the Journal
    • Journal format template for which the research will be published

    PUBLICATION QUALITY ASSURANCE GUARANTEED

    Hasten you projects through our experts.

    Prolific writers across plethora of areas who know your subject and
    industry.

    Seamless support.

    We are with you the whole nine yards of the publishing process.

    Frequently asked questions

    We are with you the whole nine yards. In this section, we answer the tough questions. For any information, contact us via +91-9884350006 meanwhile, here are some of those queries

    1What services do you offer under Data analytics & Machine Learning Services?

    We provide a wide variety of services such as Patient journey and Insights – Machine Learning, Customer Segmentation, Predictive analytics, Algorithm and development for training and optimization, Interpretation, Reporting & Visualization and Leadership content and editorial design.

    2What you deliver while ordering the Data analytics & Machine Learning Services?

    Delivery depends on the order type. Our econometricians have developed different models to address clients’ needs, that includes from simple cost calculation to evaluate the costs of treatments and adverse events to advanced budget impact models to assess the economic implications of cost-utility of the new formulary.

    3What are the different programs available under Data analytics & Machine Learning Services?

    We have Patient-reported outcome (PRO) studies,Quality of life and health utility studies,Retrospective cost-effectiveness and Resource utilization studies. For more about detailed research area plan selection, please visit https://pubrica.com/services/ Data analytics & Machine Learning - Services /

    4What Information do I need to provide while placing an order for Data analytics & Machine Learning Services?

    To choose the Data analytics & Machine Learning Services, we need clear & precise Domain area. E.g., Medical, Bio-medical, clinical research,Area of interest, Target Country. E.g. the UK, Target State, if any or generalized UK population, Clear Research Proposal - Rough outline, Suggest 2-3 significant references, Feasibility of data collection, University guidelines and also we need following information such as your Qualification, specialization, University, Country, Your experience, possible areas of your interest, Your supervisor capability and university interest, new methodology that is based on related to your Research and area of interest.

    5What are the qualifications for the writers you employ?

    Pubrica hires only experienced and certified professionals from European and UK base. All of our medical writers hold Master and PhD degree and have at least five years of writing experience. Each medical writer have their specialization; it helps us to allocate the most appropriate writer according to your discipline. You will get only subject expertise, that’s our assurance, i.e., every order of thesis provide only a relevant research background.

    6What are the procedures once I order for Data analytics & Machine Learning Services?

    After confirming your order, work will be assigned to Project Associates (PA), who will check the order according to the requirement. The order will, later on, assign to specific subject experts after signing a non-disclosure agreement. She/he will start working on the project as per the agreed deliverables. The order will be delivered after thorough quality check and assurance by the Quality Assurance Department (QAD) and will be given for plagiarism check. After that, you will get the QAD and plagiarism report.

    7If I am not satisfied with the work that you delivered, will you refund?

    Our work is completely based on your order and requirement. We promise on following guarantees: (1) On-time delivery (2) Plagiarism free and Unique Content (with the acceptability of less than 5-10% plagiarism) (3) Exact match with your requirements (4) Engaging Subject or domain experts for your project. If there is any deviation in the mentioned guarantees, we take 100% responsibility to compensate. However, the quality of work delivered may also get hampered when there is no precise requirement. In that case, you need to take up a fresh order.

    8What service guarantee’s that you provide within the order?

    We promise on following guarantees: (1) On-time delivery (2) Plagiarism free and Unique Content (with the acceptability of less than 5-10% plagiarism) (3) Exact match with your order requirements (4) Engaging Subject or domain experts for your project. If there is any deviation in the above guarantees, we take 100% responsibility to compensate.

    9Do you outsource your medical writers for projects?

    Yes, at Scientific Writing & Publishing Support, our motto is to work hands-on with clients. We guarantee 100% project satisfaction. So we go exceed their expectations. Full-fledged writing services across all domains; moreover, we also provide animation, regulatory writing, medical writing, research, and biostatistical programming services as well. Call us now to get a quote.

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