{"id":"W2315888872","doi":"10.1097/acm.0000000000000172","title":"When the Learning Environment Is Suboptimal","year":2014,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Sciences and Engineering Research Council of Canada; Royal College of Physicians and Surgeons of Canada; McGill University; Montreal General Hospital","funders":"Faculty of Medicine, McGill University; McGill University","keywords":"Thematic analysis; Psychological intervention; Focus group; Perception; Learning environment; Psychology; Medical education; Perspective (graphical); Medicine; Applied psychology; Qualitative research; Nursing; Pedagogy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004099982,0.00008625574,0.0001489092,0.00003630202,0.000584792,0.000008249203,0.0006575863,0.0001438495,0.004411652],"category_scores_gemma":[0.0007813336,0.00005473045,0.00002658982,0.00009036533,0.001083689,0.00007763363,0.00009507055,0.0007371869,0.0003375999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005268101,"about_ca_system_score_gemma":0.00002643936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007322854,"about_ca_topic_score_gemma":0.000009007369,"domain_scores_codex":[0.9980043,0.0002794527,0.0001600705,0.0001797168,0.001076038,0.0003004571],"domain_scores_gemma":[0.9992167,0.0003679587,0.0000800128,0.0001517903,0.00002186877,0.0001616152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001978908,0.000005109829,0.02398371,0.00001269685,0.00003624638,0.00000438444,0.3553561,0.0000383035,0.0002631775,0.05170706,0.5315517,0.0370217],"study_design_scores_gemma":[0.0003222187,0.0000991432,0.0006749546,0.00004079677,0.00004691898,0.000001133625,0.05239435,0.00009888803,0.00001894408,0.003666836,0.9425682,0.00006755941],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.138402,0.002306512,0.005299768,0.4347872,0.00127333,0.0004005333,0.000001191028,0.0001744936,0.4173549],"genre_scores_gemma":[0.9452661,0.001936071,0.00003018212,0.01589843,0.002239167,0.000004600517,0.000003952005,0.000006764822,0.03461473],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8068641,"threshold_uncertainty_score":0.9964985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03839736000769566,"score_gpt":0.2991913801542,"score_spread":0.2607940201465043,"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."}}