{"id":"W2330164020","doi":"10.15265/iy-2014-0016","title":"Big Data Usage Patterns in the Health Care Domain: A Use Case Driven Approach Applied to the Assessment of Vaccination Benefits and Risks","year":2014,"lang":"en","type":"review","venue":"Yearbook of Medical Informatics","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Big data; Data science; Computer science; Cloud computing; Risk analysis (engineering); Analytics; Social media; Medicine; Data mining; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003040674,0.0002718972,0.001465483,0.000202128,0.00005040569,0.00003633083,0.0009748277,0.0002231995,0.00001639503],"category_scores_gemma":[0.0003582032,0.0001466941,0.00009614541,0.0002881355,0.00008176418,0.00008062564,0.0007530021,0.0006644645,0.000004331531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001079022,"about_ca_system_score_gemma":0.0008821768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001989928,"about_ca_topic_score_gemma":0.0003147378,"domain_scores_codex":[0.9962461,0.0003274649,0.0014806,0.0002157115,0.001470981,0.0002591496],"domain_scores_gemma":[0.9965031,0.0005860543,0.0008393959,0.001732791,0.00007404235,0.0002646213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006680304,0.00008992317,0.0002444299,0.03289868,0.00009162097,0.00002088493,0.002534425,0.00000647373,2.018244e-9,0.0002828254,0.001830871,0.9619932],"study_design_scores_gemma":[0.001574804,0.0002694635,0.002797915,0.01458717,0.0005339807,0.0004809147,0.003904773,0.003571545,4.255738e-8,0.000002907736,0.9719806,0.0002959294],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003096852,0.9455975,0.02012166,0.001231131,0.0003871683,0.01490528,0.01121651,0.00007589348,0.00336798],"genre_scores_gemma":[0.005185154,0.9822218,0.005744396,0.001363396,0.0002467845,0.0001844945,0.005010813,0.0000392608,0.000003851598],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9701497,"threshold_uncertainty_score":0.5982011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1823104458838873,"score_gpt":0.42579182927213,"score_spread":0.2434813833882427,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}