{"id":"W3149783047","doi":"10.2196/20986","title":"Development and Validation of Clinical Prediction Models for Surgical Success in Patients With Endometriosis: Protocol for a Mixed Methods Study","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Endometriosis Research and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research","keywords":"Endometriosis; Medicine; Pelvic pain; Observational study; Infertility; Checklist; Quality of life (healthcare); Laparoscopy; MEDLINE; Medical diagnosis; Physical therapy; Gynecology; Surgery; Internal medicine; Pathology; Pregnancy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.09409481,0.004174682,0.01100817,0.005000194,0.003242278,0.004045245,0.004373412,0.005835962,0.05227123],"category_scores_gemma":[0.1327469,0.003374301,0.02379588,0.005853914,0.002986038,0.003985716,0.003452531,0.004599545,0.006501429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007658953,"about_ca_system_score_gemma":0.02593068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004150096,"about_ca_topic_score_gemma":0.006474928,"domain_scores_codex":[0.9564226,0.0227232,0.01231404,0.003194976,0.003903923,0.001441225],"domain_scores_gemma":[0.920892,0.03414755,0.01329365,0.01033972,0.01978784,0.001539214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1478478,0.007694634,0.01051662,0.5770171,0.03392161,0.001451985,0.004335627,0.01029637,0.003544234,0.01171548,0.05013427,0.1415244],"study_design_scores_gemma":[0.3124432,0.03380141,0.04230498,0.2212509,0.08006113,0.0009301472,0.003623698,0.01592551,0.0077237,0.02014291,0.2601952,0.001597318],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001203712,0.0006302195,0.002992117,0.0001576158,0.0001220406,0.9921457,0.002238537,0.00006214571,0.0004478331],"genre_scores_gemma":[0.0007957498,0.0001265192,0.003210098,0.00006074941,0.000007527992,0.9954571,0.0002558026,0.000004477879,0.00008204969],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.09409481,"threshold_uncertainty_score":0.4976269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4264086520574708,"score_gpt":0.6428031597075414,"score_spread":0.2163945076500706,"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."}}