{"id":"W4311548889","doi":"10.1136/bmjopen-2021-059669","title":"Diagnostic pathways for breast cancer in 10 International Cancer Benchmarking Partnership (ICBP) jurisdictions: an international comparative cohort study based on questionnaire and registry data","year":2022,"lang":"en","type":"article","venue":"BMJ Open","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba; Ontario Institute for Cancer Research; Cancer Care Ontario","funders":"UCLH Biomedical Research Centre; Medical Research Council; Helsedirektoratet; Department of Health, State Government of Victoria; Public Health Agency; Partenariat Canadien Contre Le Cancer; Cancer Care Ontario; University of Edinburgh; National Institute for Health and Care Research; Sveriges Kommuner och Landsting; Cancer Research UK; University College London; Scottish Government; Macmillan Cancer Support; U.S. Department of Health and Human Services; Royal Marsden NHS Foundation Trust; Aarhus Universitet; Kræftens Bekæmpelse; Cancer Council Victoria; Norges Teknisk-Naturvitenskapelige Universitet; Llywodraeth Cymru; Sundhedsstyrelsen; Cancer Research Wales; CancerCare Manitoba Foundation","keywords":"Medicine; Benchmarking; General partnership; Cancer registry; Breast cancer; Epidemiology; Family medicine; Cohort study; Environmental health; Cohort; Cancer; Public health; Pathology; Internal medicine; Management","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.005571729,0.000423033,0.0005042939,0.002415473,0.001262774,0.001412789,0.00113561,0.0006305504,0.001619473],"category_scores_gemma":[0.01035004,0.0006742149,0.0006490104,0.004679561,0.0007392241,0.001425527,0.002884498,0.0009394031,0.0002667565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003448961,"about_ca_system_score_gemma":0.002739819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1272983,"about_ca_topic_score_gemma":0.1390577,"domain_scores_codex":[0.9958363,0.001652504,0.0003186001,0.0007792623,0.0004558881,0.0009574803],"domain_scores_gemma":[0.9903091,0.001582455,0.004306453,0.0009430391,0.001483785,0.001375084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001154861,0.00008499721,0.9966984,0.0000262648,0.00004329074,0.00006276878,0.00129812,0.00004278879,0.00005377322,0.0000502279,0.0003031616,0.001220703],"study_design_scores_gemma":[0.00001697202,0.0001582673,0.9956839,0.00003504735,0.00002933044,0.000142232,0.003405837,0.0001478092,0.00002831381,0.00001842719,0.0003257009,0.000008163775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981574,0.0001234369,0.0001162421,0.00004211086,0.000003405476,0.00007426282,0.001136437,0.000003515846,0.0003430552],"genre_scores_gemma":[0.9971389,0.0001279715,0.0003049935,0.00005327626,0.000005175236,0.0001477255,0.002111991,0.000005353261,0.0001046218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1272983,"threshold_uncertainty_score":0.2531147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3161233806010187,"score_gpt":0.5075485510935946,"score_spread":0.1914251704925759,"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."}}