{"id":"W4225301770","doi":"10.1111/ecc.13603","title":"Real‐world colorectal cancer diagnostic pathways in Ontario, Canada: A population‐based study","year":2022,"lang":"en","type":"article","venue":"European Journal of Cancer Care","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; Ottawa Hospital; Queen's University","funders":"","keywords":"Medicine; Colonoscopy; Colorectal cancer; Disease; Cancer; Population; Diagnostic test; Stage (stratigraphy); Internal medicine; Pediatrics; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003776411,0.000159331,0.0003654689,0.0003025946,0.0001733491,0.00001817488,0.0001520356,0.000009816052,0.0009364786],"category_scores_gemma":[0.00007999726,0.0001527891,0.0001076749,0.0005172029,0.00001029637,0.00005466729,0.00006301081,0.0007724545,4.602884e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007360967,"about_ca_system_score_gemma":0.004118398,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9689736,"about_ca_topic_score_gemma":0.9988975,"domain_scores_codex":[0.9978991,0.0004035216,0.000527908,0.0002090873,0.0007364395,0.0002239012],"domain_scores_gemma":[0.9990036,0.0001055407,0.0003536311,0.0001359007,0.000241218,0.0001600769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00289797,0.00009613868,0.9664897,0.00002232565,0.00006522697,0.001888015,0.002806728,0.01566792,0.00007872896,8.067698e-7,0.000998739,0.008987752],"study_design_scores_gemma":[0.003154827,0.00319438,0.9850164,0.0001666719,0.000147481,0.00003198003,0.002793269,0.00005089157,0.0001231032,8.994874e-7,0.005168857,0.0001512564],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945334,0.001355793,0.000004090849,0.0002420782,0.001350125,0.0003692279,0.00004049791,0.00001846715,0.002086284],"genre_scores_gemma":[0.9990503,0.00001661519,0.00003508674,0.0002841244,0.0003134772,0.00004373575,0.00001409747,0.0000399017,0.0002027007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02992381,"threshold_uncertainty_score":0.9999768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02226472887576946,"score_gpt":0.2624226645329467,"score_spread":0.2401579356571772,"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."}}