{"id":"W4388964010","doi":"10.1101/2023.11.22.23298918","title":"Predictors of High-grade Squamous Intraepithelial Lesion treatment failure","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine; Canadian Apheresis Group; Université de Montréal; McGill University; Centre Hospitalier de l’Université de Montréal","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Squamous intraepithelial lesion; Confidence interval; Odds ratio; Internal medicine; Obstetrics; Logistic regression; Population; Gynecology; Demography; Cervical cancer; Cervical intraepithelial neoplasia; Cancer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001474882,0.0002408318,0.000433912,0.0004710827,0.0003270532,0.0005016804,0.0004711816,0.0004321239,0.001872629],"category_scores_gemma":[0.007372453,0.0001425641,0.0005121707,0.0005695093,0.0003135665,0.0002643061,0.0002405555,0.000562969,0.0001002189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000862173,"about_ca_system_score_gemma":0.00154741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06877547,"about_ca_topic_score_gemma":0.05102799,"domain_scores_codex":[0.9990665,0.0003307,0.00006190607,0.0001201778,0.0002376878,0.0001830175],"domain_scores_gemma":[0.9943639,0.001473016,0.002730594,0.0001869223,0.0006037526,0.0006418222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003340335,0.00002371053,0.9975011,0.00002420578,0.00006934354,0.00001525489,0.00001112426,0.00009819471,0.00005908633,0.000009276451,0.00009568249,0.00175891],"study_design_scores_gemma":[0.00001979044,0.0001584274,0.9985622,0.00001534114,0.00007579038,0.00006244075,0.0000540188,0.0008383216,0.00007127532,0.00002307575,0.0001153928,0.0000040264],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972122,0.001380661,0.0002759495,0.0001155897,0.000007400886,0.00004512861,0.0005165528,0.000007465188,0.0004389679],"genre_scores_gemma":[0.9996107,0.00007258304,0.00007011721,0.00001369386,0.000005173055,0.000006796067,0.0001436106,8.746248e-7,0.00007647312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06877547,"threshold_uncertainty_score":0.1367503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.067206970360852,"score_gpt":0.3439106706187982,"score_spread":0.2767037002579462,"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."}}