{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006787038,0.00007624937,0.0001480607,0.0002103361,0.0001397623,0.0001018824,0.0000651934,0.0001871427,0.0126738],"category_scores_gemma":[0.0004226376,0.0000612548,0.0001360722,0.0003132216,0.00001908906,0.00007855069,0.000007755201,0.0009362307,0.0001550003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008422491,"about_ca_system_score_gemma":0.003616898,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003758266,"about_ca_topic_score_gemma":0.02978849,"domain_scores_codex":[0.998363,0.00003746819,0.0002125912,0.0001145707,0.0009360638,0.0003363111],"domain_scores_gemma":[0.9980253,0.00006700796,0.00003410571,0.00003700533,0.0001761718,0.00166039],"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":[0.00001821088,0.00001299585,0.1712782,0.00003784075,0.0003331277,0.006683434,0.000272583,0.000003235446,0.00007901034,0.0005102369,0.3945449,0.4262262],"study_design_scores_gemma":[0.0003681096,0.00006572075,0.1091279,0.0003619183,0.00007609598,0.001492456,0.0001536222,0.003060495,0.00002062668,0.0001032376,0.8850709,0.00009895016],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6777979,0.008196699,0.0003436665,0.2816861,0.003006453,0.0001320989,0.00004705241,0.00009932071,0.02869076],"genre_scores_gemma":[0.9797185,0.0002238605,0.00006788763,0.01066312,0.004738166,0.000003901397,0.00000668543,0.00001385885,0.004564004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4905259,"threshold_uncertainty_score":0.9882287,"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."}}