{"id":"W1919782706","doi":"10.1016/j.surg.2015.07.039","title":"Defining competencies for safe thyroidectomy: An international Delphi consensus","year":2015,"lang":"en","type":"article","venue":"Surgery","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University and Génome Québec Innovation Centre","funders":"","keywords":"Medicine; Cronbach's alpha; Likert scale; Delphi method; Delphi; Thyroidectomy; Medical education; Medical physics; Psychometrics; Clinical psychology; Thyroid; Statistics; Artificial intelligence; Computer science; Internal medicine","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":[0.001132491,0.0001976432,0.0004949116,0.0002638958,0.00008413428,0.0000451811,0.00009936392,0.0001071593,0.00005409062],"category_scores_gemma":[0.00166876,0.0001799481,0.0002441893,0.0001700001,0.0001048288,0.0001441056,0.00003516396,0.0001449912,0.0001415847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008318411,"about_ca_system_score_gemma":0.0007232246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004811817,"about_ca_topic_score_gemma":0.00001927451,"domain_scores_codex":[0.9984008,0.0000700828,0.0004529549,0.0003323411,0.0003543706,0.0003894665],"domain_scores_gemma":[0.9973903,0.001306919,0.0001342776,0.0003419187,0.0004148509,0.0004116815],"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":[0.003450259,0.0005021486,0.4186149,0.00006591443,0.0003603218,0.0004439731,0.001637008,0.00008647813,0.007753863,0.009140373,0.5477892,0.01015555],"study_design_scores_gemma":[0.00473724,0.0005218331,0.07618055,0.0002100828,0.0001834805,0.00117396,0.003959579,0.002755459,0.005044064,0.001911402,0.9022412,0.001081152],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801384,0.002290586,0.0002731855,0.001745368,0.002608286,0.0002653477,0.00009778381,0.0002079911,0.012373],"genre_scores_gemma":[0.9925477,0.00005610631,0.003734422,0.001444583,0.0007026519,0.00004591428,0.0004037485,0.00004385317,0.001021024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.354452,"threshold_uncertainty_score":0.7338071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08640556985542622,"score_gpt":0.3297653758082569,"score_spread":0.2433598059528307,"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."}}