{"id":"W4224950722","doi":"10.3390/jcm11092443","title":"ENDO_STAGE Magnetic Resonance Imaging: Classification to Screen Endometriosis","year":2022,"lang":"en","type":"article","venue":"Journal of Clinical Medicine","topic":"Endometriosis Research and Treatment","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Endometriosis; Magnetic resonance imaging; Stage (stratigraphy); Triage; Radiology; Surgical planning; Laparoscopy; Clinical Practice; Gynecology; Physical therapy","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":[0.001670894,0.0002930684,0.0002341785,0.001670673,0.0001276693,0.0004273136,0.0003869815,0.0002331834,0.001730896],"category_scores_gemma":[0.003417833,0.00007669097,0.00033645,0.001279946,0.0002170807,0.0003721657,0.0004267124,0.000173709,0.0004954337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002673209,"about_ca_system_score_gemma":0.0005804282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001041509,"about_ca_topic_score_gemma":0.002032503,"domain_scores_codex":[0.9993021,0.000312755,0.000118018,0.00007382993,0.0001310625,0.00006221866],"domain_scores_gemma":[0.9981937,0.0003096026,0.0009206841,0.00007925965,0.0003731469,0.0001236402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002306744,0.00004550508,0.9539308,0.0001839344,0.00004619999,0.00004781916,0.00003816277,0.0002215323,0.0003631174,0.0001552802,0.001795268,0.04294167],"study_design_scores_gemma":[0.00004838115,0.0003705148,0.9925465,0.0001662476,0.00009426473,0.0008630043,0.0001206834,0.001611551,0.000365195,0.0003215914,0.00348104,0.00001102229],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.952852,0.01045205,0.01403876,0.001266809,0.0003439981,0.001591994,0.006839905,0.000120375,0.01249422],"genre_scores_gemma":[0.9748925,0.001990922,0.01852337,0.0002953202,0.000162924,0.0004746185,0.002835949,0.00001342985,0.0008109887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001730896,"threshold_uncertainty_score":0.008836627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1261357330951068,"score_gpt":0.4567529566564454,"score_spread":0.3306172235613386,"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."}}