{"id":"W3202314426","doi":"10.1136/bmj.n2049","title":"Health screening needs independent regular re-evaluation","year":2021,"lang":"en","type":"article","venue":"BMJ","topic":"Health Promotion and Cardiovascular Prevention","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"National Institute for Health and Care Research","keywords":"Public health; Computer science; Medicine; Data science; Family medicine; Nursing","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":[0.0360668,0.001030874,0.001839508,0.002427297,0.004065563,0.006916132,0.003154291,0.006869528,0.02564557],"category_scores_gemma":[0.1169425,0.0006822222,0.002068203,0.001241353,0.002514828,0.00774225,0.008454245,0.01064105,0.009799887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006505406,"about_ca_system_score_gemma":0.02720473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02638847,"about_ca_topic_score_gemma":0.03676743,"domain_scores_codex":[0.9696757,0.01407825,0.003194447,0.00217245,0.007098622,0.003780516],"domain_scores_gemma":[0.8495626,0.05096906,0.008024239,0.01272494,0.04614281,0.03257624],"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":[0.0003352522,0.001194694,0.03272345,0.00119252,0.0001322205,0.001372614,0.00216209,0.0004826743,0.0006655123,0.007711786,0.4465768,0.5054505],"study_design_scores_gemma":[0.0005114584,0.001161265,0.1527476,0.01181352,0.0002803408,0.006085858,0.01603184,0.00274924,0.001256978,0.07559977,0.7310905,0.0006716829],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02007965,0.009014004,0.02084003,0.8523163,0.01695182,0.002798615,0.0006769451,0.001694492,0.0756283],"genre_scores_gemma":[0.4564759,0.01770535,0.1080746,0.3391382,0.03202317,0.006906124,0.002118203,0.001110085,0.03644842],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0360668,"threshold_uncertainty_score":0.1907418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08223219668037435,"score_gpt":0.4070667698687727,"score_spread":0.3248345731883983,"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."}}