{"id":"W2956876175","doi":"10.1016/j.jcjo.2019.01.013","title":"Involving ophthalmology departmental stakeholders in developing workplace-based assessment tools","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Ophthalmology","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hotel Dieu Hospital; Queen's University","funders":"Queen's University","keywords":"Constructive; Medical education; Focus group; Process (computing); Medicine; Faculty development; Psychology; Computer science; Professional development; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.1231987,0.001005387,0.0008074651,0.003792254,0.006347644,0.01057445,0.003031956,0.002648312,0.004604997],"category_scores_gemma":[0.1910275,0.0008366259,0.0008098083,0.002070296,0.001487626,0.008800155,0.01364264,0.003712522,0.001236215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005182139,"about_ca_system_score_gemma":0.02562038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006614926,"about_ca_topic_score_gemma":0.01499979,"domain_scores_codex":[0.8787562,0.09371429,0.00656888,0.003057291,0.01254904,0.005354349],"domain_scores_gemma":[0.7888109,0.1248801,0.01111704,0.009033012,0.05459261,0.01156631],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000441862,0.0046048,0.1418737,0.002612725,0.0002227742,0.001921682,0.2862386,0.003179451,0.02047304,0.01062134,0.01108459,0.5167255],"study_design_scores_gemma":[0.000205288,0.002016544,0.07478487,0.009358604,0.0003537049,0.001181897,0.6833764,0.02478839,0.02105792,0.03093873,0.1514536,0.0004841285],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5334204,0.001017455,0.379028,0.01549896,0.000574682,0.01179388,0.000478822,0.001046856,0.05714101],"genre_scores_gemma":[0.7303883,0.0004044198,0.2598855,0.002054482,0.0000515694,0.003638177,0.0004038517,0.0001309709,0.003042789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8768014,"threshold_uncertainty_score":0.6515446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2467260194697818,"score_gpt":0.4537207831545719,"score_spread":0.2069947636847901,"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."}}