{"id":"W4281706373","doi":"10.3390/curroncol29060311","title":"Overdetection of Breast Cancer","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"Partenariat Canadien Contre Le Cancer; University of Ottawa","keywords":"Medicine; Breast cancer; Cancer; Bioinformatics; Computational biology; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005985031,0.0004012006,0.0006151971,0.001644857,0.0005380497,0.002188951,0.0008551156,0.0005400793,0.002390215],"category_scores_gemma":[0.03116079,0.0002852396,0.0008434842,0.002086008,0.00105998,0.001302123,0.001367562,0.000990456,0.0003434244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005433062,"about_ca_system_score_gemma":0.004509818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1006906,"about_ca_topic_score_gemma":0.1201014,"domain_scores_codex":[0.9928237,0.002172701,0.0003794241,0.0008888103,0.002913806,0.000821557],"domain_scores_gemma":[0.979656,0.008795605,0.00594121,0.00179794,0.003204251,0.0006050589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004839759,0.0001123691,0.6469855,0.001557621,0.0005707793,0.0007593264,0.003324201,0.006918864,0.002281705,0.02332824,0.009184626,0.3044928],"study_design_scores_gemma":[0.00001865244,0.0005091309,0.8816332,0.001116234,0.0006710412,0.004484847,0.002833079,0.01073608,0.004814678,0.01702637,0.07603705,0.0001196446],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.7951081,0.03990959,0.06109912,0.009211353,0.0006155035,0.0003953697,0.005622438,0.0005516,0.08748695],"genre_scores_gemma":[0.9846802,0.006406797,0.004621259,0.0009658372,0.00007560157,0.00002978637,0.0006291896,0.00002856758,0.002562788],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1006906,"threshold_uncertainty_score":0.2002091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2253701336175344,"score_gpt":0.4737298329172507,"score_spread":0.2483596992997164,"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."}}