{"id":"W2171675603","doi":"10.1111/j.1471-0528.2008.01732.x","title":"Objective assessment of surgical competence in gynaecological laparoscopy: development and validation of a procedure‐specific rating scale","year":2008,"lang":"en","type":"article","venue":"BJOG An International Journal of Obstetrics & Gynaecology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Gentofte Hospital","keywords":"Inter-rater reliability; Cohen's kappa; Rating scale; Kappa; Construct validity; Medicine; Obstetrics and gynaecology; Rank correlation; Competence (human resources); Psychology; Physical therapy; Psychometrics; Medical physics; Statistics; Clinical psychology; Mathematics; Social psychology","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":[0.0005958225,0.0001141937,0.0004876273,0.0005565383,0.0000420471,0.000008519485,0.0001534225,0.0001239762,0.0003460156],"category_scores_gemma":[0.000857331,0.00009633294,0.00007428064,0.0003555828,0.0001675099,0.0001695338,0.00004990437,0.0002981343,6.628492e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003392487,"about_ca_system_score_gemma":0.0004831433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002492862,"about_ca_topic_score_gemma":0.000002281659,"domain_scores_codex":[0.9979341,0.0001357872,0.001005326,0.0001770437,0.0005987796,0.0001489323],"domain_scores_gemma":[0.9966573,0.00157049,0.0006688676,0.00006659874,0.0009195482,0.000117209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001819374,0.0008422922,0.9807737,0.0000216001,0.00007585969,0.0006460964,0.001072839,0.001071106,0.0002429271,0.0007778544,0.000002545969,0.01429121],"study_design_scores_gemma":[0.005037785,0.00074653,0.9885306,0.0000275773,0.00001589607,0.0004158797,0.0004385042,0.00132619,0.002959361,0.00007593839,0.0003444518,0.00008123794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959309,0.0001595592,0.0003702605,0.00006599692,0.0007096278,0.0001542768,0.000002887111,0.000006061246,0.002600504],"genre_scores_gemma":[0.9886842,0.0001377703,0.01106166,0.00003515452,0.00004348817,0.000004463946,0.00001287585,0.000007441349,0.00001290042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01420997,"threshold_uncertainty_score":0.3928343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04448157600871837,"score_gpt":0.3419769177655685,"score_spread":0.2974953417568501,"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."}}