{"id":"W4388704286","doi":"10.1080/10401334.2023.2276799","title":"The McMaster Narrative Comment Rating Tool: Development and Initial Validity Evidence","year":2023,"lang":"en","type":"article","venue":"Teaching and Learning in Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton; Queen's University","funders":"","keywords":"Narrative; Psychology; Narrative review; Medical education; Applied psychology; Clinical psychology; Medicine; Psychotherapist; Philosophy","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.008917358,0.0001091827,0.0001966858,0.0001408548,0.001039434,0.00002525499,0.00005237869,0.00005294316,0.00002821265],"category_scores_gemma":[0.0158437,0.00006941499,0.000008217588,0.0002721154,0.0002122026,0.00007194278,0.00006352107,0.001504983,0.000005335131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007630391,"about_ca_system_score_gemma":0.00007172448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000748861,"about_ca_topic_score_gemma":0.000006694892,"domain_scores_codex":[0.9983792,0.0004896882,0.0003729177,0.0002019446,0.0003426617,0.0002135766],"domain_scores_gemma":[0.9982709,0.001437513,0.00009394119,0.00009651668,0.00005694246,0.00004423155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00007203678,0.00002909249,0.04188802,0.0001411995,0.00002306383,0.00001723396,0.1841611,0.00002467272,0.0003382205,0.0005351841,0.009709583,0.7630606],"study_design_scores_gemma":[0.003031533,0.000986426,0.4184876,0.006733863,0.00006887659,0.0001229346,0.2112423,0.02017513,0.0001146078,0.0002401336,0.3384515,0.0003450822],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9412018,0.0002295233,0.0004299078,0.05694319,0.0002209934,0.0001966923,3.795097e-8,0.00008544251,0.0006924075],"genre_scores_gemma":[0.9928518,0.00007939449,0.002608539,0.002699761,0.0003245509,0.00003682602,0.00001471757,0.00001165083,0.001372783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7627155,"threshold_uncertainty_score":0.9924462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1074404119927512,"score_gpt":0.40839707099318,"score_spread":0.3009566590004288,"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."}}