{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009278242,0.0002081459,0.0003653526,0.0003296548,0.0002942645,0.0008642832,0.0003098867,0.0005398186,0.002683973],"category_scores_gemma":[0.05252695,0.0002252945,0.0004449806,0.0003151841,0.0003645727,0.0004380418,0.0004775453,0.0004353981,0.000410248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001012912,"about_ca_system_score_gemma":0.001708352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006973177,"about_ca_topic_score_gemma":0.008993666,"domain_scores_codex":[0.9843553,0.008499027,0.001327242,0.0006281236,0.004737067,0.0004532228],"domain_scores_gemma":[0.9602975,0.02187463,0.007669549,0.001007213,0.00782718,0.001323839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009285228,0.0004643642,0.9494814,0.0004757962,0.00009897742,0.0002074188,0.005164485,0.0001859806,0.002591719,0.00003160773,0.001450888,0.03891881],"study_design_scores_gemma":[0.0001744181,0.004143013,0.9808085,0.0002836369,0.00009750084,0.0009497309,0.006046375,0.001986699,0.001728625,0.00005592923,0.003677959,0.00004755116],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953569,0.0003736667,0.000664465,0.0006122578,0.00003488503,0.0002923416,0.0003359765,0.00002918612,0.002300333],"genre_scores_gemma":[0.9978313,0.0001861593,0.001152804,0.0002079347,0.00001480845,0.0001120973,0.0001447722,0.0000039759,0.0003460881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009278242,"threshold_uncertainty_score":0.04906857,"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."}}