{"id":"W2022730087","doi":"10.1016/j.ypmed.2014.07.022","title":"Reflections on preventive medicine","year":2014,"lang":"en","type":"article","venue":"Preventive Medicine","topic":"Historical and modern epidemiology studies","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Preventive healthcare; Medicine; Alternative medicine; Public health; Epidemiology; Relation (database); Family medicine; Nursing; Pathology","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":[0.002680895,0.000168232,0.0004810638,0.0001329375,0.000878199,0.000002255788,0.0002205187,0.00009937477,0.0008267047],"category_scores_gemma":[0.007247719,0.0001141565,0.00007572192,0.0003445112,0.001640398,0.00006228339,0.00004382444,0.0002625104,0.0001472249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000200387,"about_ca_system_score_gemma":0.00003509036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001987166,"about_ca_topic_score_gemma":0.002049402,"domain_scores_codex":[0.9973064,0.001177894,0.0003437811,0.0003790325,0.0004048806,0.0003880346],"domain_scores_gemma":[0.9978948,0.001372606,0.0001675227,0.0002035754,0.0001662531,0.0001952262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009572636,0.0002681088,0.002859139,0.00002998131,0.0002414584,0.000005827974,0.08772656,0.000006228008,0.0004796102,0.5805728,0.281326,0.04638857],"study_design_scores_gemma":[0.0006276213,0.0007631372,0.006233211,0.0002044052,0.00009877778,6.324987e-7,0.00351138,0.000009733047,0.00001591678,0.082335,0.9060633,0.0001369509],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003125376,0.000957506,0.01848594,0.06645043,0.00202314,0.0004102262,0.000001958718,0.0001615983,0.9083838],"genre_scores_gemma":[0.9093235,0.0007193944,0.0002431914,0.003378209,0.003163791,0.00008333355,0.000008257008,0.00001505134,0.08306532],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9061981,"threshold_uncertainty_score":0.9051837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1255194686314551,"score_gpt":0.45946508257084,"score_spread":0.3339456139393849,"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."}}