{"id":"W2120720796","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":"PubMed","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health; University of Regina","funders":"","keywords":"Colposcopy; Papanicolaou stain; Cervical intraepithelial neoplasia; Papanicolaou Test; Medicine; Genotyping; Intraepithelial neoplasia; Gynecology; Cervical cancer; Obstetrics; Oncology; Biology; Internal medicine; Gene; Genotype; Cancer; Genetics; Prostate","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":[0.00352086,0.0003643729,0.0003749924,0.0006181225,0.0001613194,0.0003247308,0.0003623434,0.0005290307,0.001381592],"category_scores_gemma":[0.007414217,0.0002073672,0.0003682732,0.0003340349,0.0002441152,0.0004112945,0.0002249374,0.0005389834,0.0004269089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002990156,"about_ca_system_score_gemma":0.0005930855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004847097,"about_ca_topic_score_gemma":0.000923346,"domain_scores_codex":[0.9981307,0.001242727,0.00007796716,0.0001912878,0.0003003749,0.0000570235],"domain_scores_gemma":[0.9975982,0.001283963,0.0004680462,0.0001511817,0.0003285279,0.0001699018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00562304,0.0007492946,0.7401215,0.0005547894,0.0002791652,0.0004197378,0.0001730895,0.0008067805,0.06959581,0.0002867984,0.00176212,0.1796278],"study_design_scores_gemma":[0.0002927924,0.006904219,0.9194059,0.0001842537,0.0005568811,0.005668545,0.0002928393,0.0268178,0.0339393,0.0005017532,0.005384997,0.00005068055],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9487819,0.00743651,0.03877808,0.001286759,0.000298193,0.0004888367,0.0004636253,0.0002410483,0.002224935],"genre_scores_gemma":[0.9623716,0.0009193225,0.03531163,0.0002489908,0.0001092958,0.0001939862,0.0002667572,0.000020251,0.0005581069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00352086,"threshold_uncertainty_score":0.01862031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03677873609260902,"score_gpt":0.3032970197113295,"score_spread":0.2665182836187205,"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."}}