{"id":"W2215729633","doi":"10.1016/j.jsurg.2015.09.004","title":"Teaching Vaginal Surgery to Junior Residents: Initial Validation of 3 Novel Procedure-Specific Low-Fidelity Models","year":2015,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of British Columbia","funders":"","keywords":"Intraclass correlation; Medicine; Face validity; Cronbach's alpha; Inter-rater reliability; Reliability (semiconductor); Construct validity; Physical therapy; Curriculum; Medical physics; Surgery; Psychology; Patient satisfaction; Psychometrics; Clinical psychology; Rating scale","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002188905,0.0001279019,0.0004437053,0.0003967382,0.00004918911,0.00003360334,0.0000851302,0.00009793603,0.000084024],"category_scores_gemma":[0.0008319563,0.0001051956,0.000180287,0.000335946,0.00003668714,0.0004892454,0.00002047031,0.0003694533,0.000007143451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001917786,"about_ca_system_score_gemma":0.001208647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005173927,"about_ca_topic_score_gemma":7.155696e-7,"domain_scores_codex":[0.9977033,0.0001239591,0.001035,0.0001604155,0.0008047578,0.0001726343],"domain_scores_gemma":[0.9971889,0.0003767413,0.000523677,0.0001446379,0.001258336,0.0005077608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.04158294,0.03656385,0.1090028,0.001928683,0.0009274813,0.0006078752,0.03386514,0.09652573,0.009196612,0.02913799,0.04832483,0.5923361],"study_design_scores_gemma":[0.09256682,0.005804772,0.4209139,0.01943833,0.001679474,0.0141894,0.03243371,0.03393473,0.02976571,0.02613439,0.3192768,0.003861875],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889488,0.0001566711,0.003409496,0.002839708,0.0007982553,0.0001817344,0.000002443973,0.00001561272,0.003647239],"genre_scores_gemma":[0.9963641,0.00002417458,0.002103559,0.0002770907,0.001066109,0.000003908763,0.00002100866,0.00001590972,0.0001241783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5884742,"threshold_uncertainty_score":0.4289753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1205543871522056,"score_gpt":0.3878157625489866,"score_spread":0.267261375396781,"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."}}