{"id":"W3004140946","doi":"10.1001/amajethics.2020.93","title":"When Is a Suboptimal Approach to Cancer Screening Better Than None?","year":2020,"lang":"en","type":"article","venue":"The AMA Journal of Ethic","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research","funders":"","keywords":"Cancer; Medicine; Cancer screening; Computer science; Internal medicine","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":[0.05296013,0.0004339427,0.001989571,0.002283583,0.003994087,0.0076659,0.002133603,0.007690809,0.01019204],"category_scores_gemma":[0.2094534,0.0005821838,0.001401699,0.002717406,0.008002729,0.008445427,0.004143085,0.009379294,0.002444189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00656994,"about_ca_system_score_gemma":0.01644781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01377179,"about_ca_topic_score_gemma":0.02343772,"domain_scores_codex":[0.9569501,0.02378224,0.004679733,0.003169852,0.007683144,0.003735075],"domain_scores_gemma":[0.8847427,0.05594214,0.01324739,0.004415242,0.02058512,0.02106737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000637622,0.0006333836,0.2589871,0.003147801,0.001091085,0.002525114,0.006267631,0.001152418,0.0005292118,0.05307825,0.2099969,0.4619534],"study_design_scores_gemma":[0.0002840565,0.001086011,0.244241,0.02871885,0.001358438,0.009531875,0.03856681,0.001955492,0.001034755,0.3868387,0.2858951,0.0004888823],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01774541,0.01632329,0.002624248,0.9415377,0.003054878,0.00005953546,0.0002547729,0.00006952275,0.01833069],"genre_scores_gemma":[0.5563058,0.03165948,0.01261445,0.3869268,0.008775905,0.0002181914,0.0004460388,0.000327477,0.002725899],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05296013,"threshold_uncertainty_score":0.2800833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1953433057900765,"score_gpt":0.3685311465461859,"score_spread":0.1731878407561094,"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."}}