{"id":"W3141263232","doi":"10.1097/brs.0000000000004038","title":"Spine Surgeons Burnout and Quality of Life","year":2021,"lang":"en","type":"article","venue":"Spine","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Burnout; Depersonalization; Medicine; Emotional exhaustion; Quality of life (healthcare); Cross-sectional study; Family medicine; Demography; Clinical psychology; Nursing; Pathology","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":[0.003630409,0.000239685,0.000330857,0.001146641,0.0004962691,0.0006619286,0.0002609317,0.0003920039,0.002140966],"category_scores_gemma":[0.006620415,0.0003332727,0.0005989636,0.001277367,0.0003010362,0.0005168797,0.0007626067,0.0006120597,0.0004790855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005296135,"about_ca_system_score_gemma":0.0008687447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001562116,"about_ca_topic_score_gemma":0.002090194,"domain_scores_codex":[0.9974611,0.001222236,0.0003157987,0.0002072521,0.0005272332,0.0002663922],"domain_scores_gemma":[0.9926435,0.001329816,0.003552649,0.0002146401,0.001285679,0.0009736138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006120164,0.0001951607,0.9977438,0.00004842322,0.00006135979,0.00001182176,0.0002121706,0.00003274202,0.00004691285,0.00001469347,0.0001420085,0.001429634],"study_design_scores_gemma":[0.0000157442,0.0004094885,0.9984576,0.00003804883,0.00002336686,0.00008172971,0.0004653074,0.0001131215,0.00003129734,0.00001546119,0.0003447136,0.000004135899],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972106,0.000387789,0.0002621778,0.0001329887,0.00001261984,0.0001607714,0.0008580388,0.000004619016,0.0009704932],"genre_scores_gemma":[0.9976833,0.0002501403,0.0005229677,0.0001525372,0.00001803647,0.0003624255,0.0007381845,0.000002101765,0.0002702024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003630409,"threshold_uncertainty_score":0.01919967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1132115009302406,"score_gpt":0.4620887948528681,"score_spread":0.3488772939226275,"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."}}