{"id":"W1784192049","doi":"10.1016/j.shpsc.2015.07.001","title":"Prediction in epidemiology and medicine","year":2015,"lang":"en","type":"editorial","venue":"Studies in History and Philosophy of Science Part C Studies in History and Philosophy of Biological and Biomedical Sciences","topic":"Philosophy and History of Science","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"British Society for the Philosophy of Science","keywords":"Philosophy; Population; Relation (database); Epistemology; Psychology; Demography; Sociology; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04555894,0.004922821,0.00621506,0.007652777,0.003676433,0.01484185,0.00500562,0.02662287,0.01500452],"category_scores_gemma":[0.2047652,0.002483686,0.00369852,0.003553087,0.01259995,0.01224041,0.004297692,0.0429804,0.00491734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00733121,"about_ca_system_score_gemma":0.009945655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00706317,"about_ca_topic_score_gemma":0.008716381,"domain_scores_codex":[0.9747012,0.01235673,0.003181955,0.002250855,0.006947209,0.0005620948],"domain_scores_gemma":[0.7912556,0.1703602,0.004597802,0.004211542,0.02570917,0.003865778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003457514,0.00001492097,0.0001266566,0.0006378026,0.0001238566,0.00008633028,0.00006834957,0.0002107609,0.00001456831,0.009242468,0.9734614,0.01597839],"study_design_scores_gemma":[0.0002008763,0.00003745054,0.000851319,0.00324386,0.0002968358,0.0002383028,0.0001640346,0.001602608,0.0000810217,0.07956891,0.9136279,0.00008678519],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003401044,0.04069117,0.0006271955,0.2022861,0.7551321,0.000009825262,0.00006981412,0.00005187689,0.001097954],"genre_scores_gemma":[0.001065353,0.01492275,0.0002724793,0.03065856,0.950772,0.00002079732,0.00002927241,0.0000245764,0.002234215],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.04555894,"threshold_uncertainty_score":0.2409416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3979329303201896,"score_gpt":0.3703114046517712,"score_spread":0.02762152566841836,"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."}}