{"id":"W2604462359","doi":"10.1111/bjd.15549","title":"Burnout in dermatology residents: a Canadian perspective","year":2017,"lang":"en","type":"letter","venue":"British Journal of Dermatology","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Calgary","funders":"Canadian Dermatology Foundation","keywords":"Burnout; Perspective (graphical); Dermatology; Medicine; MEDLINE; Family medicine; Clinical psychology; Political science; Art","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003527375,0.0004088333,0.0008537353,0.001935396,0.02027196,0.00636427,0.001888776,0.01585395,0.01010006],"category_scores_gemma":[0.01397054,0.0006233618,0.0007881705,0.003582956,0.005617359,0.002508836,0.002862391,0.01770737,0.0008159213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06615125,"about_ca_system_score_gemma":0.1302404,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9541716,"about_ca_topic_score_gemma":0.9814307,"domain_scores_codex":[0.9949465,0.0006731126,0.0002894011,0.0002405859,0.001206276,0.002644175],"domain_scores_gemma":[0.9756174,0.002647114,0.001462122,0.000148135,0.007670938,0.01245421],"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":[0.0002396571,0.0003585677,0.06244282,0.001044801,0.0001163159,0.0143337,0.03868058,0.0002091321,0.0004454973,0.009737575,0.838993,0.03339839],"study_design_scores_gemma":[0.0002258697,0.0002145322,0.1619755,0.008907088,0.0001741884,0.007733087,0.2694671,0.0003208404,0.0001729337,0.004742387,0.5456345,0.0004318561],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02015079,0.01127896,0.00002756745,0.9508055,0.004469934,0.00001872445,0.0001663738,0.000006561382,0.01307566],"genre_scores_gemma":[0.3047019,0.02966943,0.0002187053,0.6392615,0.0101311,0.00005456614,0.0001362112,0.00003859022,0.01578806],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06615125,"threshold_uncertainty_score":0.4799631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04050242994378526,"score_gpt":0.3996074951409514,"score_spread":0.3591050651971661,"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."}}