{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00116336,0.0002011464,0.0002668666,0.0006151734,0.0003195151,0.0005317678,0.0003477273,0.0004241061,0.006632185],"category_scores_gemma":[0.008724658,0.0001671023,0.0004872183,0.000796426,0.0004009857,0.000378545,0.0004196387,0.001034788,0.0003812056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004553984,"about_ca_system_score_gemma":0.0008457027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004984658,"about_ca_topic_score_gemma":0.004007911,"domain_scores_codex":[0.9994437,0.0002132142,0.00005049615,0.0000941214,0.0001031994,0.0000952178],"domain_scores_gemma":[0.9932668,0.003300037,0.002163947,0.0002894511,0.0004178976,0.0005618273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001423747,0.00002577969,0.9960434,0.00002877139,0.00003890479,0.00004723083,0.00003818258,0.0002067072,0.000132242,0.00003024348,0.000231972,0.003034101],"study_design_scores_gemma":[0.00001191993,0.0001926713,0.9970179,0.00004501022,0.00006170423,0.0003552121,0.0001948188,0.001142662,0.0002306122,0.0001282389,0.0006131068,0.000006235527],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940341,0.00173658,0.0006511065,0.0006294785,0.00003082335,0.00003692958,0.001091323,0.00001928256,0.001770478],"genre_scores_gemma":[0.9988849,0.0001933921,0.0001491821,0.00004682911,0.00002099102,0.00002131426,0.0003567027,0.000004213695,0.0003225645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006632185,"threshold_uncertainty_score":0.02218688,"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."}}