{"id":"W4408452114","doi":"10.1186/s12931-025-03112-0","title":"Initial self-reported data on sleep and burnout in pulmonary, critical care and sleep medicine: an initiative from the Assembly on Sleep and Respiratory Neurobiology of the American Thoracic Society","year":2025,"lang":"en","type":"article","venue":"Respiratory Research","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Sleep (system call); Burnout; Medicine; Sleep medicine; Sleep disorder; Physical therapy; Gerontology; Intensive care medicine; Psychiatry; Clinical psychology; Insomnia","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":[0.008705555,0.0003364519,0.0002931159,0.002051802,0.001325942,0.001163788,0.0005786968,0.0008426472,0.002949995],"category_scores_gemma":[0.01060565,0.000289294,0.0005173555,0.0009622873,0.0004700119,0.001263579,0.002846702,0.001154508,0.0009539261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004672594,"about_ca_system_score_gemma":0.001068047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001775174,"about_ca_topic_score_gemma":0.004064675,"domain_scores_codex":[0.9973151,0.001231701,0.0003541829,0.0001754654,0.0006498369,0.0002736358],"domain_scores_gemma":[0.9829686,0.003798191,0.002513182,0.0008873654,0.006103116,0.003729483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001611174,0.000372581,0.9783434,0.0001365028,0.00002309739,0.00006481433,0.004926038,0.0000266669,0.0005422882,0.00005181423,0.003972633,0.0113791],"study_design_scores_gemma":[0.00001301504,0.0004679014,0.9909869,0.00008082885,0.00001302567,0.00005937033,0.004838171,0.00008535388,0.0001571057,0.00002031088,0.003268655,0.000009369682],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876737,0.0007611187,0.0007093821,0.001979092,0.0001414194,0.0005523164,0.002901048,0.00003645154,0.005245539],"genre_scores_gemma":[0.9914868,0.0005090652,0.00104538,0.0008148349,0.0001896185,0.001017893,0.003087586,0.00001692459,0.001831895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008705555,"threshold_uncertainty_score":0.04603994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2968107756437257,"score_gpt":0.5666203388257018,"score_spread":0.2698095631819762,"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."}}