{"id":"W4413870621","doi":"10.1016/j.jaad.2025.05.1259","title":"62714 The impact of individual, group, and mixed mentorship models on resident wellness","year":2025,"lang":"en","type":"article","venue":"Journal of the American Academy of Dermatology","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Calgary","funders":"","keywords":"Medicine; Mentorship; Group (periodic table); Medical education","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003451865,0.0002095612,0.0002919134,0.0002863636,0.0007821743,0.001245809,0.0006108379,0.0003948603,0.008101819],"category_scores_gemma":[0.01170915,0.0001087062,0.0006961102,0.0002106138,0.000404159,0.0008361612,0.001304893,0.0006182121,0.0004394886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008444549,"about_ca_system_score_gemma":0.002422597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002096272,"about_ca_topic_score_gemma":0.009459781,"domain_scores_codex":[0.9982318,0.0009535123,0.00007499504,0.00008215317,0.0002574906,0.0004000794],"domain_scores_gemma":[0.9905878,0.003882447,0.0008946009,0.0003499433,0.0006228756,0.003662268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02210951,0.03368267,0.4035862,0.0005206139,0.001371349,0.0003280211,0.0059628,0.001800529,0.002938938,0.001086006,0.004728243,0.5218851],"study_design_scores_gemma":[0.00209123,0.04990891,0.9122444,0.0005352733,0.0009497883,0.0003473842,0.01926004,0.004428337,0.002562129,0.00125371,0.006322358,0.00009646822],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979366,0.0001974204,0.00005779271,0.0003108914,0.00004592274,0.00001775996,0.0000198157,0.000004367016,0.001409521],"genre_scores_gemma":[0.9988918,0.000114199,0.0001519182,0.00005771732,0.00002219948,0.00002250739,0.00001822065,0.000002311367,0.0007192321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008101819,"threshold_uncertainty_score":0.0271033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06620041221949234,"score_gpt":0.4537796986400495,"score_spread":0.3875792864205571,"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."}}