{"id":"W2920775009","doi":"10.1177/0163278719834339","title":"Evaluating the Quality of Health Professions Learning Environments: Development and Validation of the Health Education Learning Environment Survey (HELES)","year":2019,"lang":"en","type":"article","venue":"Evaluation & the Health Professions","topic":"Innovations in Medical Education","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kwantlen Polytechnic University; University of British Columbia","funders":"University of British Columbia","keywords":"Accreditation; Learning environment; Medical education; Psychology; Socialization; Context (archaeology); Quality (philosophy); Social environment; Applied psychology; Medicine; Mathematics education; Social 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":[0.02319739,0.000365776,0.0004542198,0.00255428,0.0004975769,0.0007484458,0.0005990147,0.0003830173,0.000736483],"category_scores_gemma":[0.03262676,0.0002762935,0.0006143364,0.001449993,0.0006649047,0.0008948547,0.002165128,0.000758511,0.0002405908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007714781,"about_ca_system_score_gemma":0.00281617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002474617,"about_ca_topic_score_gemma":0.004496702,"domain_scores_codex":[0.988374,0.00559519,0.002091983,0.0004731787,0.003042622,0.0004230197],"domain_scores_gemma":[0.9728679,0.01202417,0.00427674,0.00154879,0.00808956,0.001192887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00025029,0.001522691,0.8642355,0.0001944342,0.0001547295,0.00004957503,0.00259228,0.0009555659,0.001725532,0.0007014718,0.001215144,0.1264027],"study_design_scores_gemma":[0.00009537853,0.001621097,0.9878165,0.00007764454,0.00003611929,0.00005128987,0.00197807,0.001900951,0.001601807,0.00033313,0.004458839,0.00002920038],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9745603,0.0001708153,0.01314121,0.0003679297,0.00005016758,0.006004417,0.001400278,0.00008570414,0.004219091],"genre_scores_gemma":[0.9445332,0.0003042396,0.03943219,0.0003208655,0.00004302256,0.01080088,0.003170091,0.0000369992,0.001358639],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02319739,"threshold_uncertainty_score":0.122681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2534548523223802,"score_gpt":0.5345699707893247,"score_spread":0.2811151184669445,"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."}}