{"id":"W2053929755","doi":"10.1097/olq.0000000000000125","title":"Evaluation of a New APTIMA Specimen Collection and Transportation Kit for High-Risk Human Papillomavirus E6/E7 Messenger RNA in Cervical and Vaginal Samples","year":2014,"lang":"en","type":"article","venue":"Sexually Transmitted Diseases","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Juravinski Hospital; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Colposcopy; Human papillomavirus; Gynecology; Hybrid capture; Obstetrics; Cervical intraepithelial neoplasia; Cervical cancer; Internal medicine; Cancer","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005451646,0.0001598082,0.0003628051,0.0001975044,0.00009401656,0.00002283644,0.00004811599,0.0000900423,0.0006105908],"category_scores_gemma":[0.0001354726,0.0001455806,0.00005268367,0.0002499697,0.0001050669,0.0001044347,0.000004135643,0.0001294744,6.30153e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000669033,"about_ca_system_score_gemma":0.000246632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002054671,"about_ca_topic_score_gemma":0.002525821,"domain_scores_codex":[0.9982097,0.0001605552,0.0003477819,0.0003637537,0.0006936441,0.0002245556],"domain_scores_gemma":[0.9990212,0.0002267509,0.00006619791,0.0001412018,0.0003171949,0.0002273995],"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":[0.006755669,0.001072602,0.1741831,0.001722605,0.0003807345,0.000005426031,0.003416039,0.0001202292,0.01518606,0.001791522,0.0004755244,0.7948905],"study_design_scores_gemma":[0.01114692,0.001072238,0.9735581,0.00004850372,0.001124088,0.000001147541,0.0002275463,0.002133527,0.00111446,0.009189136,0.0002366407,0.0001477122],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940764,0.002062363,0.00186894,0.0004712456,0.00003046937,0.001086007,0.0001597863,0.00003066041,0.0002141588],"genre_scores_gemma":[0.9986486,0.0002491407,0.0004428837,0.00007519194,0.0001289894,0.0001009819,0.000272132,0.00002384241,0.00005827457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.799375,"threshold_uncertainty_score":0.6685541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04263387916091953,"score_gpt":0.3408348799814561,"score_spread":0.2982010008205365,"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."}}