{"id":"W4403807770","doi":"10.1503/cmaj.240348","title":"Anal cancer screening","year":2024,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Colorectal and Anal Carcinomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; University of Toronto; University of British Columbia; University Health Network","funders":"","keywords":"Cancer; Computer science; World Wide Web; Anal cancer; Medicine; Data science; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003531036,0.0003930756,0.0005572655,0.001307147,0.001057974,0.0004506941,0.0004293067,0.0006526423,0.04510783],"category_scores_gemma":[0.001727866,0.0001687214,0.0004724573,0.0007452971,0.000197903,0.0003528964,0.0005955438,0.0006011328,0.007014383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007197768,"about_ca_system_score_gemma":0.001350999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03256465,"about_ca_topic_score_gemma":0.05119439,"domain_scores_codex":[0.9995216,0.00006225114,0.00002945436,0.00007079804,0.0001974692,0.0001185202],"domain_scores_gemma":[0.9994513,0.00005117853,0.00005916483,0.00002703019,0.000280105,0.0001311139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000440483,0.0008584462,0.1871448,0.001613393,0.00009767241,0.00226664,0.0005687055,0.0002246977,0.003664164,0.001283239,0.3221884,0.4796493],"study_design_scores_gemma":[0.0001091299,0.001237669,0.5059193,0.003596689,0.0002054117,0.01181803,0.0009026718,0.0005583141,0.003124661,0.001903498,0.4705552,0.00006938243],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2073562,0.03825491,0.009147302,0.02339128,0.00237775,0.00577068,0.03426424,0.00221314,0.6772243],"genre_scores_gemma":[0.6056356,0.04336267,0.02096664,0.02543025,0.001955861,0.002755692,0.03016729,0.0003568419,0.2693692],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04510783,"threshold_uncertainty_score":0.1509007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01214379527386818,"score_gpt":0.2720310122668599,"score_spread":0.2598872169929917,"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."}}