{"id":"W4225291715","doi":"10.1503/cmaj.211568","title":"Shifting from cytology to HPV testing for cervical cancer screening in Canada","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; Mount Sinai Hospital","funders":"","keywords":"Papanicolaou stain; Cervical cancer; Papanicolaou Test; Human papillomavirus; Medicine; Gynecology; Pap test; Cytology; Test (biology); Cervical cancer screening; Papillomaviridae; Cancer; Cancer screening; Obstetrics; Pathology; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.00145585,0.0003242173,0.0003401408,0.001787354,0.004361887,0.002186911,0.002314159,0.001514045,0.01396319],"category_scores_gemma":[0.005535669,0.0003866309,0.0005140479,0.002913934,0.00165404,0.001018849,0.001845887,0.00258261,0.0009479794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1175187,"about_ca_system_score_gemma":0.2613261,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9949697,"about_ca_topic_score_gemma":0.9974124,"domain_scores_codex":[0.9961521,0.0003020413,0.0001756153,0.0003710023,0.001835979,0.001163209],"domain_scores_gemma":[0.9891367,0.0003800782,0.0004590105,0.00009722952,0.004689081,0.005237862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004315318,0.0004289282,0.2530884,0.001473777,0.0001150652,0.002017114,0.001551393,0.001851179,0.003320779,0.01445168,0.374467,0.346803],"study_design_scores_gemma":[0.0002276469,0.0003742757,0.709907,0.00321592,0.0001554114,0.001888945,0.00663931,0.003156792,0.001119132,0.003408101,0.2696834,0.0002241113],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2089606,0.05530439,0.005036888,0.5868545,0.008979386,0.0009510881,0.008391267,0.0005685124,0.1249535],"genre_scores_gemma":[0.8103379,0.04107548,0.009966189,0.1031272,0.001773472,0.0002254782,0.00322703,0.0002306382,0.0300366],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1175187,"threshold_uncertainty_score":0.852662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03655158038431919,"score_gpt":0.3164355654801434,"score_spread":0.2798839850958242,"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."}}