{"id":"W3035103624","doi":"10.1097/aog.0000000000003936","title":"Essentials in Minimally Invasive Gynecology Manual Skills Construct Validation Trial","year":2020,"lang":"en","type":"article","venue":"Obstetrics and Gynecology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"123 Certification (Canada); University of Toronto","funders":"","keywords":"Medicine; Obstetrics and gynaecology; Subspecialty; Gynecology; Cohort; Prospective cohort study; Certification; Physical therapy; Surgery; Family medicine; Internal medicine; Pregnancy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002000103,0.0001289996,0.0004557152,0.0001891446,0.00004831178,0.0000189021,0.00005309462,0.000239998,0.0009741078],"category_scores_gemma":[0.02507875,0.0001209503,0.00006123493,0.0004455541,0.0001101103,0.00005401241,0.00005640499,0.0002059684,0.00004408373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004868576,"about_ca_system_score_gemma":0.000149408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005292799,"about_ca_topic_score_gemma":0.00001360939,"domain_scores_codex":[0.9987169,0.0001337528,0.0004371247,0.0003274244,0.0001309869,0.0002538196],"domain_scores_gemma":[0.9873911,0.0121095,0.000128568,0.00008798931,0.0000829753,0.0001999307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.01185869,0.001758069,0.5209104,0.000344127,0.0004334954,0.003442294,0.004141101,0.0003154152,0.002686454,0.01469113,0.001059972,0.4383588],"study_design_scores_gemma":[0.4559355,0.008198848,0.3754207,0.00005605722,0.0003950139,0.0001018588,0.001997167,0.002485911,0.003549469,0.002159574,0.1487482,0.0009516701],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912156,0.0001929422,0.00002595277,0.001761285,0.0008171459,0.0005341115,0.000006690765,0.00003114537,0.00541508],"genre_scores_gemma":[0.9968578,0.0001696259,0.0003234403,0.002377529,0.0001075488,0.0000172467,0.00004951161,0.00001169073,0.00008557663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4440768,"threshold_uncertainty_score":0.9999391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02993110161145047,"score_gpt":0.30145686471043,"score_spread":0.2715257630989796,"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."}}