{"id":"W4254888436","doi":"10.5858/133.8.1301","title":"The Assessment of Pathologists/Laboratory Medicine Physicians Through a Multisource Feedback Tool","year":2009,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Cronbach's alpha; Accreditation; Generalizability theory; Competence (human resources); Medicine; Family medicine; Medical education; Variance (accounting); Graduate medical education; Context (archaeology); Psychology; Psychometrics; Clinical psychology; Social psychology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01707753,0.0004780698,0.0003977375,0.002592602,0.0003889641,0.0007779236,0.0006763145,0.0006903747,0.0020917],"category_scores_gemma":[0.07078927,0.0002065402,0.0004230409,0.0006685873,0.0003436853,0.0009262599,0.001486205,0.0005058966,0.0006826811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005254155,"about_ca_system_score_gemma":0.001360812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000341155,"about_ca_topic_score_gemma":0.0006867815,"domain_scores_codex":[0.9733267,0.01800767,0.001635883,0.0008510625,0.005779107,0.000399653],"domain_scores_gemma":[0.9361362,0.03292932,0.01097413,0.002667667,0.01339868,0.003893938],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001078816,0.001640337,0.6108972,0.0008974482,0.0001212374,0.0003090443,0.003337566,0.001171932,0.01336984,0.0002381003,0.003457222,0.3634814],"study_design_scores_gemma":[0.0003226704,0.006234388,0.9497899,0.0007212913,0.0001024637,0.0021455,0.004560469,0.01252659,0.01524785,0.0007102645,0.007520825,0.0001178683],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715564,0.000394093,0.02234233,0.000715709,0.00007290429,0.0006475991,0.0003831475,0.0004613752,0.003426587],"genre_scores_gemma":[0.9611831,0.0001846743,0.03697895,0.0001921837,0.00006449015,0.0006363209,0.0002283568,0.00001903876,0.0005128683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9829225,"threshold_uncertainty_score":0.09031564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01520303437164812,"score_gpt":0.3477686078649136,"score_spread":0.3325655734932655,"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."}}