{"id":"W4233484148","doi":"10.5858/133.10.1577","title":"Human Papillomavirus Typing and Viral Gene Expression Analysis for the Triage of Women With Abnormal Results From Papanicolaou Test Smears to Colposcopy","year":2009,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Disease Control Laboratory; University of Regina; Public Health Agency of Canada","funders":"","keywords":"Colposcopy; Papanicolaou stain; Cervical intraepithelial neoplasia; Papanicolaou Test; Medicine; Genotyping; Intraepithelial neoplasia; Gynecology; Cervical cancer; Obstetrics; Oncology; Internal medicine; Biology; Genotype; Gene; Cancer; Genetics","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":[0.003262877,0.000260825,0.000351126,0.0005751419,0.0001580772,0.0003246203,0.0002827605,0.0004154639,0.0009629765],"category_scores_gemma":[0.006865966,0.000193925,0.0003454144,0.0003326674,0.0002529257,0.0002773212,0.000198252,0.0004932193,0.0003100427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003481283,"about_ca_system_score_gemma":0.0004310139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004621692,"about_ca_topic_score_gemma":0.0005676664,"domain_scores_codex":[0.9978533,0.001413558,0.00008684625,0.0002734544,0.0002950145,0.00007781084],"domain_scores_gemma":[0.9972561,0.001598483,0.0005336585,0.0001548895,0.0002847786,0.0001721153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008944929,0.0007119178,0.8646097,0.0001717269,0.0001706872,0.000305391,0.0001288891,0.0006789599,0.06028135,0.0001731514,0.0007795725,0.06304362],"study_design_scores_gemma":[0.0003738726,0.01222932,0.9076403,0.0000735904,0.0003651882,0.004050807,0.0002737565,0.03168158,0.04051522,0.0003557858,0.002393993,0.00004649861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888924,0.0008222905,0.008872927,0.000246681,0.0000749834,0.0001846178,0.0001708387,0.00006305396,0.000672194],"genre_scores_gemma":[0.9878675,0.000133184,0.01145013,0.00009235391,0.00003902121,0.00009821934,0.0001269535,0.000009844547,0.0001828875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003262877,"threshold_uncertainty_score":0.01725596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02078903051787669,"score_gpt":0.3248744904803151,"score_spread":0.3040854599624384,"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."}}