{"id":"W4212985658","doi":"10.46747/cfp.6802e31","title":"Clinician acceptability of self-collected human papillomavirus swabs as a primary cervical cancer screening method","year":2022,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; The Scarborough Hospital","funders":"Women's College Hospital","keywords":"Medicine; Family medicine; Human papillomavirus; Cervical cancer; Papanicolaou stain; Nurse practitioners; Obstetrics and gynaecology; Primary care; Cervical cancer screening; Cervical screening; Obstetrics; Gynecology; Health care; Cancer; Internal medicine; Pregnancy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006972695,0.0002938274,0.0008656562,0.0004321766,0.0007204768,0.00003153034,0.0004891015,0.0001310005,0.003920764],"category_scores_gemma":[0.00004107645,0.0003174507,0.0003736909,0.001628131,0.0001498775,0.00009231489,0.0002410948,0.001063081,0.00002484212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001955182,"about_ca_system_score_gemma":0.003896815,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2230726,"about_ca_topic_score_gemma":0.05684504,"domain_scores_codex":[0.9963825,0.0004112949,0.0006140675,0.0006980011,0.0009694443,0.0009246943],"domain_scores_gemma":[0.9974697,0.0001740047,0.0001525764,0.0007477776,0.0003582176,0.001097741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001123389,0.0009392372,0.02079631,0.000712447,0.0008553027,0.0002708058,0.001253781,0.0001235477,0.009945138,0.001303813,0.02323179,0.9394444],"study_design_scores_gemma":[0.002255536,0.0007390985,0.8495098,0.00001826833,0.0002065382,0.000002966209,0.001248725,0.0002837224,0.0007056285,0.0005843517,0.1440769,0.0003684846],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3479016,0.001824638,0.00004759496,0.001890384,0.0003193411,0.001648049,0.0007511238,0.0001740116,0.6454433],"genre_scores_gemma":[0.9127943,0.0000355023,0.001237449,0.08389109,0.0005489899,0.0003860057,0.0002240551,0.00009753949,0.0007850777],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9390759,"threshold_uncertainty_score":0.9999278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04894160017058737,"score_gpt":0.3699671636403209,"score_spread":0.3210255634697335,"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."}}