{"id":"W4230673719","doi":"10.5206/uwomj.v89i1.8595","title":"Detection at All Costs: Is Cancer Screening Always Better?","year":2021,"lang":"en","type":"article","venue":"University of Western Ontario Medical Journal","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Overdiagnosis; Cancer screening; Medicine; Mammography; Breast cancer screening; Modalities; Breast cancer; Cancer; Health care; Intensive care medicine; Cancer detection; Family medicine; Medical physics; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.02678816,0.0007338239,0.002760232,0.002424785,0.002833117,0.009190176,0.002081964,0.009186195,0.02566515],"category_scores_gemma":[0.1238566,0.000578622,0.00125881,0.003148219,0.009392984,0.01414368,0.002410213,0.01118693,0.002650667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00877708,"about_ca_system_score_gemma":0.01302032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03722202,"about_ca_topic_score_gemma":0.04443221,"domain_scores_codex":[0.9836347,0.007593487,0.001281201,0.001412799,0.00469281,0.001385025],"domain_scores_gemma":[0.911221,0.04871228,0.008254591,0.002977301,0.01669652,0.01213837],"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":[0.0005894611,0.0002197139,0.01726977,0.003087913,0.0005028839,0.0002943467,0.001101148,0.0003132769,0.0003361476,0.05336741,0.4533435,0.4695744],"study_design_scores_gemma":[0.0004863642,0.000748355,0.08120274,0.02387153,0.001406343,0.001644816,0.006959518,0.0009216071,0.0006521618,0.2006513,0.6810405,0.000414814],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00192292,0.04735253,0.0004633483,0.9396357,0.003868104,0.00001063453,0.0001324992,0.00003120105,0.006583055],"genre_scores_gemma":[0.1479336,0.1736805,0.004662876,0.639128,0.02874282,0.00009515433,0.0004689209,0.0001490975,0.005139089],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03722202,"threshold_uncertainty_score":0.141671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05520938750403209,"score_gpt":0.293016675567184,"score_spread":0.2378072880631519,"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."}}