{"id":"W4241053433","doi":"10.20431/2455-4324.0201001","title":"Co-Worker Assessment and Physician Multisource Feedback","year":2016,"lang":"en","type":"article","venue":"ARC Journal of Nursing and Healthcare","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"McMaster University; University of Calgary","keywords":"Medical education; Computer science; Medicine; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02071666,0.0003397694,0.0004264351,0.001735705,0.0006350723,0.001333268,0.000485252,0.0006888253,0.003646468],"category_scores_gemma":[0.1658563,0.0001590007,0.0005018273,0.000548646,0.0008341474,0.000912412,0.001983898,0.0008715517,0.0005273907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001114427,"about_ca_system_score_gemma":0.00132612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00169672,"about_ca_topic_score_gemma":0.00164855,"domain_scores_codex":[0.9599305,0.02304064,0.002757771,0.00175935,0.01161285,0.0008988685],"domain_scores_gemma":[0.6956099,0.1890935,0.058357,0.007226234,0.04189679,0.007816504],"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":[0.001105974,0.000570977,0.9090874,0.0004049984,0.0002015208,0.0001674563,0.006793001,0.0005123796,0.001214802,0.000162355,0.0007398676,0.07903929],"study_design_scores_gemma":[0.00005604788,0.002057405,0.9863324,0.0002877249,0.00009827567,0.0006287877,0.003849711,0.003071909,0.001601073,0.000337391,0.001626292,0.00005316785],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828159,0.000898138,0.00724161,0.0006455795,0.00008633063,0.0001700472,0.0001209098,0.00006519269,0.007956239],"genre_scores_gemma":[0.9980331,0.00009681388,0.001288636,0.00006698399,0.00003243239,0.00005402732,0.00004204158,0.000006281271,0.0003795041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02071666,"threshold_uncertainty_score":0.1095615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0455409068609431,"score_gpt":0.4390534504940814,"score_spread":0.3935125436331383,"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."}}