{"id":"W4250263332","doi":"10.1038/modpathol.2016.5","title":"Cytopathology","year":2016,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; University of Calgary; Calgary Laboratory Services","funders":"","keywords":"Cytopathology; Pathology; Medicine; Hematopathology; Biology; Cytology","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":[0.001752978,0.0007861748,0.0005063527,0.007542168,0.001768229,0.002103442,0.001346132,0.001661744,0.08652995],"category_scores_gemma":[0.004124867,0.0006169945,0.0009143257,0.002172916,0.001432115,0.001192096,0.001929053,0.001948441,0.03911252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007546415,"about_ca_system_score_gemma":0.001835657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009494717,"about_ca_topic_score_gemma":0.001503793,"domain_scores_codex":[0.9984881,0.0002726923,0.0001778768,0.0003185838,0.0005815107,0.0001613833],"domain_scores_gemma":[0.9971616,0.0004266065,0.0001637904,0.0008014041,0.001190035,0.000256513],"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":[0.0006420281,0.0003126227,0.06207174,0.002180876,0.0001595807,0.01692579,0.001576974,0.000271257,0.1859071,0.02326821,0.1422503,0.5644336],"study_design_scores_gemma":[0.00006223343,0.0001885316,0.02442143,0.0009686975,0.00009398768,0.04911678,0.0006233455,0.0005925505,0.04891124,0.007054655,0.8679122,0.00005426765],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08508062,0.04507521,0.09286829,0.01278935,0.007066933,0.003861182,0.008161749,0.008177429,0.7369193],"genre_scores_gemma":[0.3505723,0.02570569,0.1296829,0.01681915,0.004710143,0.002354823,0.01286491,0.002209128,0.4550809],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08652995,"threshold_uncertainty_score":0.2894715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03559727133663933,"score_gpt":0.3348287518395554,"score_spread":0.2992314805029161,"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."}}