{"id":"W2481213275","doi":"10.1136/bmjopen-2015-009641","title":"An investigation of routes to cancer diagnosis in 10 international jurisdictions, as part of the International Cancer Benchmarking Partnership: survey development and implementation","year":2016,"lang":"en","type":"article","venue":"BMJ Open","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba; University of Toronto; Ontario Institute for Cancer Research; Cancer Care Ontario","funders":"Cancer Council Victoria; Partenariat Canadien Contre Le Cancer; Helsedirektoratet; Sundhedsstyrelsen; Department of Health, State Government of Victoria; Macmillan Cancer Support; University College London; Department of Health and Social Care; Cancer Institute NSW; National Institute for Health and Care Research; U.S. Department of Health and Human Services; Sveriges Kommuner och Landsting; Cancer Research UK; Kræftens Bekæmpelse; Public Health Agency; Aarhus Universitet","keywords":"Medicine; Benchmarking; General partnership; Public health; Cancer; Environmental health; Family medicine; Pathology; Internal medicine; Law; Management","routes":{"ca_aff":true,"ca_fund":true,"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":[0.03699344,0.0004205748,0.0004347034,0.002955241,0.0009928416,0.001357423,0.001147706,0.0007651668,0.001163302],"category_scores_gemma":[0.05032032,0.0006001316,0.0004405046,0.005678748,0.00098403,0.001787494,0.003929535,0.0008176223,0.0002439914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003272579,"about_ca_system_score_gemma":0.007255008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01754137,"about_ca_topic_score_gemma":0.02056991,"domain_scores_codex":[0.9685225,0.02456896,0.001970039,0.001283393,0.002164966,0.001490114],"domain_scores_gemma":[0.9604409,0.01418094,0.0118468,0.003004181,0.007459105,0.003068091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002644708,0.0005576217,0.9526564,0.0002561484,0.00006767209,0.00006619316,0.01126996,0.0006697139,0.0003991319,0.0003813937,0.00113372,0.03227751],"study_design_scores_gemma":[0.0000558792,0.001330606,0.9791445,0.00008643786,0.00003468322,0.0001054299,0.01435467,0.0009452445,0.0004224133,0.00009591818,0.003401206,0.00002293678],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927958,0.0002442231,0.002065733,0.0002994925,0.00001153722,0.001267455,0.001516336,0.00003184351,0.001767593],"genre_scores_gemma":[0.9849978,0.0001986326,0.007723895,0.0002325062,0.00001606079,0.00356186,0.002850117,0.00001580103,0.0004033151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03699344,"threshold_uncertainty_score":0.1956424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2121172532680298,"score_gpt":0.4889698691575389,"score_spread":0.2768526158895091,"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."}}