{"id":"W2468212896","doi":"10.1111/tct.12550","title":"Learning environment: assessing resident experience","year":2016,"lang":"en","type":"article","venue":"The Clinical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Network for Innovation in Education; University of Ottawa","funders":"University of Ottawa","keywords":"Meaning (existential); Psychology; Altruism (biology); Test (biology); Institution; Reliability (semiconductor); Medical education; Applied psychology; Social psychology; Medicine; Sociology","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":[0.00282275,0.000270936,0.0002389494,0.0009638962,0.0003489527,0.0008277924,0.0005104306,0.0003359512,0.003776249],"category_scores_gemma":[0.01107018,0.0001130889,0.0003745685,0.0004098831,0.0004750032,0.000722888,0.00149013,0.0004827779,0.000593179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005170393,"about_ca_system_score_gemma":0.0007932025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006914882,"about_ca_topic_score_gemma":0.001309909,"domain_scores_codex":[0.9975331,0.0009816382,0.0002987804,0.000158929,0.0007328026,0.0002946887],"domain_scores_gemma":[0.9906475,0.002040415,0.002834838,0.0002449326,0.002089938,0.002142319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005177519,0.001056536,0.8401421,0.0007433905,0.0001011917,0.0006080208,0.009367046,0.0008455398,0.00397266,0.0001630114,0.00401722,0.1384655],"study_design_scores_gemma":[0.00003528372,0.004827681,0.9680053,0.0002288116,0.00006389318,0.002152259,0.01183584,0.001282086,0.003105105,0.00023845,0.008137276,0.00008792262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923987,0.0002217511,0.001778914,0.0002114921,0.00002240797,0.0001473683,0.0001982643,0.00007998868,0.004941178],"genre_scores_gemma":[0.99617,0.000178325,0.002547882,0.00007084673,0.00001260446,0.00007624639,0.0001371102,0.000009228474,0.0007977788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003776249,"threshold_uncertainty_score":0.01492834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1081419569733526,"score_gpt":0.4629239797158618,"score_spread":0.3547820227425092,"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."}}