{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009983184,0.0005168119,0.0009305781,0.0002506667,0.0007254778,0.0009612148,0.001141809,0.0008865826,0.003316928],"category_scores_gemma":[0.02592628,0.000550766,0.0009664647,0.0002912759,0.0009264916,0.0009635294,0.001428312,0.001123217,0.0004538445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008618839,"about_ca_system_score_gemma":0.001861298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00151526,"about_ca_topic_score_gemma":0.002358373,"domain_scores_codex":[0.9945806,0.002903898,0.0004486366,0.0006164075,0.001161293,0.0002891388],"domain_scores_gemma":[0.9723015,0.01436629,0.006327815,0.002391916,0.002260098,0.002352335],"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":[0.3111487,0.02412488,0.6067395,0.001134574,0.002649827,0.00007042893,0.001066784,0.001094338,0.001378897,0.0006693827,0.001839226,0.04808331],"study_design_scores_gemma":[0.06277522,0.08634976,0.8412521,0.0003597318,0.001254312,0.00009349897,0.0004579528,0.003415593,0.001050706,0.0004373139,0.002493945,0.00005978332],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969348,0.0001643863,0.0003337197,0.00009017632,0.00004630838,0.001237804,0.0002852858,0.00001410164,0.000893398],"genre_scores_gemma":[0.9941242,0.00009652699,0.002166511,0.0001282056,0.00004389727,0.002190223,0.0005352649,0.000006597517,0.0007086002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009983184,"threshold_uncertainty_score":0.05279672,"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."}}