{"id":"W1932652547","doi":"10.1111/medu.12809","title":"Use of an error‐focused checklist to identify incompetence in lumbar puncture performances","year":2015,"lang":"en","type":"article","venue":"Medical Education","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Ottawa; University of Calgary","funders":"","keywords":"Checklist; Intraclass correlation; Competence (human resources); Confidence interval; Reliability (semiconductor); Medicine; Statistics; Psychology; Psychometrics; Clinical psychology; Mathematics; Social psychology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007317734,0.0001215934,0.0002477079,0.0003142885,0.00003172396,0.00001890521,0.000155997,0.0001689571,0.0003995333],"category_scores_gemma":[0.003306626,0.0001064555,0.00003060074,0.0006854872,0.0000865461,0.0003158722,0.00002299507,0.0002782241,0.00004811465],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003327931,"about_ca_system_score_gemma":0.00593182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002042415,"about_ca_topic_score_gemma":0.0003353119,"domain_scores_codex":[0.998004,0.0001171363,0.0005293569,0.0002718123,0.0008741745,0.0002035463],"domain_scores_gemma":[0.9980231,0.00009741811,0.0001235313,0.0004130702,0.0006855683,0.0006573248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001093344,0.0008491581,0.9491465,0.0002368586,0.000006602931,0.000002628729,0.01381513,0.000304173,0.0001340486,0.00009754916,0.009125127,0.0261729],"study_design_scores_gemma":[0.0005744701,0.0002124045,0.9847817,0.0004176615,0.00001561788,0.00001341998,0.004042049,0.0048209,0.0003197666,0.0001098658,0.004580974,0.0001112072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808735,0.0001267167,0.00007432901,0.0167283,0.001498851,0.000510322,0.000002773555,0.00003614662,0.0001491069],"genre_scores_gemma":[0.990285,0.000007430377,0.003343961,0.005402457,0.0004749231,0.00009362851,0.000165066,0.00001662505,0.0002109514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03563518,"threshold_uncertainty_score":0.9997036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07558950093948322,"score_gpt":0.4375532617260798,"score_spread":0.3619637607865965,"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."}}