{"id":"W2586692530","doi":"10.1016/j.ypmed.2016.11.030","title":"Approaches for triaging women who test positive for human papillomavirus in cervical cancer screening","year":2017,"lang":"en","type":"article","venue":"Preventive Medicine","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland; University of British Columbia; Western University; Université de Montréal; University of Ottawa; McGill University; Centre Hospitalier de l’Université de Montréal; University of Calgary; The Society of Obstetricians and Gynaecologists of Canada; University of Toronto; Dalhousie University","funders":"","keywords":"Medicine; Colposcopy; Triage; Genotyping; Cytology; Human papillomavirus; Cervical cancer; Cervical cancer screening; Obstetrics; Liquid-based cytology; Gynecology; Cervical screening; Cervical intraepithelial neoplasia; Cancer; Oncology; Internal medicine; Pathology; Genotype; Medical emergency","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.003655125,0.0004793608,0.0006857265,0.002604979,0.00242394,0.002689075,0.001599279,0.001421488,0.004661433],"category_scores_gemma":[0.01268779,0.0003200471,0.0008604336,0.00105246,0.0005600578,0.001691098,0.00230105,0.002459064,0.000907778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001967629,"about_ca_system_score_gemma":0.007547406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01466626,"about_ca_topic_score_gemma":0.02909385,"domain_scores_codex":[0.9972689,0.001307632,0.0002405219,0.0002921474,0.0006648861,0.000225933],"domain_scores_gemma":[0.9971436,0.001064359,0.0003343309,0.0001396,0.0009042598,0.0004138408],"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":[0.0004506946,0.00241373,0.0563967,0.001629164,0.0002342994,0.000728995,0.003431861,0.0008445203,0.002981725,0.005664193,0.02730189,0.8979223],"study_design_scores_gemma":[0.001721983,0.01009882,0.360913,0.02183045,0.005775612,0.01465932,0.06376608,0.02520641,0.01250881,0.1167257,0.3662115,0.0005822679],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.2788748,0.1317951,0.1815033,0.2635085,0.01126895,0.008354644,0.001153985,0.001145596,0.1223952],"genre_scores_gemma":[0.6631998,0.05014159,0.2351332,0.02663415,0.004075451,0.004209383,0.0007542558,0.0001002649,0.01575186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01466626,"threshold_uncertainty_score":0.02916181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1761504101866718,"score_gpt":0.4396373565355326,"score_spread":0.2634869463488608,"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."}}