{"id":"W7104277364","doi":"10.71781/1586","title":"Predictors of HSIL Treatment Failure","year":2020,"lang":"en","type":"dissertation","venue":"Papyrus : Institutional Repository (Université de Montréal)","topic":"Preterm Birth and Chorioamnionitis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Population; Medical screening; Risk factor","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00003021064,0.0003435434,0.0005407649,0.0001984102,0.001110364,0.00001214439,0.0001601844,0.0003946441,0.00008076728],"category_scores_gemma":[0.00003438419,0.000341409,0.0004111087,0.0001955709,0.0001061023,0.0001038173,0.00003760037,0.0002638689,0.00002953751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002755966,"about_ca_system_score_gemma":0.002114444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004360264,"about_ca_topic_score_gemma":0.002371401,"domain_scores_codex":[0.9984473,0.00003952888,0.0003281586,0.0004175303,0.0005169511,0.0002505138],"domain_scores_gemma":[0.9987639,0.00003217578,0.0002956312,0.0003123769,0.0001934777,0.000402412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02478713,0.002433204,0.4158643,0.004591102,0.01166966,0.03320026,0.2185281,0.0002257574,0.2097759,0.01468943,0.02228062,0.04195456],"study_design_scores_gemma":[0.008523006,0.00297278,0.236296,0.001548929,0.004447825,0.002318011,0.04728994,0.0003148681,0.1680398,0.0001210141,0.5268932,0.00123466],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9036039,0.009952943,0.0000122124,0.0003867783,0.0009111001,0.000554197,0.0001668584,0.0001461819,0.0842659],"genre_scores_gemma":[0.9464149,0.001123285,0.0002626921,0.00005671221,0.0003046702,0.00002494261,0.001934595,0.00003417281,0.049844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5046126,"threshold_uncertainty_score":0.9999038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004895526035973565,"score_gpt":0.1749193316243578,"score_spread":0.1700238055883842,"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."}}