{"id":"W4413358557","doi":"10.5334/ijic.nacic24240","title":"Optimizing Equitable Cancer Diagnoses in Canada","year":2025,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical diagnosis; Cancer; Medicine; Family medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002440096,0.0005509101,0.0004785203,0.003032687,0.006406965,0.004306728,0.002214719,0.001778606,0.03521904],"category_scores_gemma":[0.01194643,0.0004646861,0.0008654378,0.007693513,0.001241448,0.001452676,0.002764732,0.002163368,0.003628275],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1471193,"about_ca_system_score_gemma":0.2931007,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9919327,"about_ca_topic_score_gemma":0.9957303,"domain_scores_codex":[0.9959543,0.0003668482,0.0002201812,0.0003601632,0.001823876,0.001274655],"domain_scores_gemma":[0.9852696,0.0008124122,0.000450742,0.0002117799,0.0086496,0.004605819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009716542,0.00008118166,0.01907866,0.0007747993,0.00002650959,0.0003315886,0.001241765,0.0009838267,0.0002894801,0.009166208,0.7991102,0.1688186],"study_design_scores_gemma":[0.0001115231,0.000106093,0.08615769,0.001635461,0.00005711303,0.0002397809,0.005386465,0.001440686,0.000431195,0.0028488,0.9014772,0.0001080197],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06016908,0.04092142,0.006420492,0.4522527,0.01577876,0.002598253,0.06908435,0.002417829,0.3503571],"genre_scores_gemma":[0.4705565,0.07392114,0.02761539,0.09818314,0.004525113,0.00174323,0.04286755,0.00110639,0.2794816],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1471193,"threshold_uncertainty_score":0.9892207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03080153005615306,"score_gpt":0.3513566598016504,"score_spread":0.3205551297454974,"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."}}