{"id":"W4390275428","doi":"10.1001/jamasurg.2023.6522","title":"A Video-Based Procedure-Specific Competency Assessment Tool for Minimally Invasive Esophagectomy","year":2023,"lang":"en","type":"letter","venue":"JAMA Surgery","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Montreal General Hospital","funders":"","keywords":"Medicine; Inter-rater reliability; Intra-rater reliability; Intraclass correlation; Construct validity; Reliability (semiconductor); Mie scattering; Surgery; Medical physics; Rating scale; Patient satisfaction; Internal medicine; Psychometrics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007778961,0.0007544947,0.001621425,0.0008840716,0.0001992311,0.0002211411,0.0002758362,0.000846476,0.0005176123],"category_scores_gemma":[0.0008530383,0.0006414059,0.001196733,0.0006171694,0.0001509404,0.0001432761,0.00008272244,0.001863949,0.0003581127],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001087619,"about_ca_system_score_gemma":0.007216641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004724741,"about_ca_topic_score_gemma":0.00001779471,"domain_scores_codex":[0.994791,0.0001911625,0.0009054816,0.00123363,0.001545353,0.001333388],"domain_scores_gemma":[0.9914973,0.006244393,0.0003779233,0.0009505445,0.0006347597,0.0002950252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007229393,0.0002606377,0.0186136,0.00469685,0.000595656,0.01678898,0.00002471676,0.000001806256,0.00005566088,0.00001480825,0.9561942,0.002030166],"study_design_scores_gemma":[0.006633636,0.001598952,0.07803197,0.003428941,0.0005322584,0.0001296744,0.00003270127,0.00007998216,0.002179582,0.0003963542,0.9058557,0.001100266],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009851537,0.007760349,0.0001409298,0.9709128,0.001444703,0.007104784,0.001193121,0.0006771491,0.0009147007],"genre_scores_gemma":[0.03864735,0.001272345,0.006222572,0.886057,0.01819044,0.01484609,0.01849871,0.0008546465,0.01541085],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08485573,"threshold_uncertainty_score":0.9996037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04552391893679743,"score_gpt":0.3215308253173703,"score_spread":0.2760069063805729,"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."}}