{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006270925,0.0003774819,0.0003545465,0.002157608,0.0002666209,0.0006658984,0.0006185102,0.0004403311,0.001611021],"category_scores_gemma":[0.03285994,0.0001601533,0.0007437249,0.0007974298,0.0002299842,0.001022309,0.001058888,0.0005839549,0.000296364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007060512,"about_ca_system_score_gemma":0.001443332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001112282,"about_ca_topic_score_gemma":0.002821063,"domain_scores_codex":[0.9958824,0.00185516,0.0008323435,0.0002193585,0.001038532,0.0001722539],"domain_scores_gemma":[0.9843552,0.005974579,0.003695879,0.0006384582,0.004720106,0.0006158542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006938867,0.001463983,0.6392748,0.0009386415,0.0002156805,0.0002385984,0.001747228,0.002345379,0.004890948,0.0005272256,0.006471619,0.3411921],"study_design_scores_gemma":[0.0001831079,0.002046434,0.9648878,0.0005331098,0.0001430272,0.0009583476,0.001118567,0.01899644,0.004059585,0.0003770148,0.006592923,0.0001036353],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9617036,0.0004638532,0.02579742,0.0004043026,0.0001164581,0.003933224,0.002103706,0.00026128,0.005216098],"genre_scores_gemma":[0.9193701,0.000357902,0.07341345,0.0001311134,0.00003784489,0.003572436,0.002192231,0.00001985078,0.0009051384],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.006270925,"threshold_uncertainty_score":0.03316426,"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."}}