{"id":"W4407036112","doi":"10.61838/kman.psynexus.1.1.18","title":"Building Resilience: Psychological Approaches to Prevent Burnout in Health Professionals","year":2023,"lang":"en","type":"article","venue":"KMAN Counseling and Psychology Nexus","topic":"Resilience and Mental Health","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Burnout; Resilience (materials science); Psychology; Health professionals; Applied psychology; Psychological resilience; Nursing; Social psychology; Health care; Clinical psychology; Medicine; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002828015,0.0002750953,0.0004622741,0.0005084539,0.0003079007,0.00002911769,0.0003708989,0.0002905811,0.0001490336],"category_scores_gemma":[0.00005007918,0.0002392676,0.00005977851,0.001060946,0.000153911,0.00007594858,0.00006375134,0.0005682207,0.000565942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006080548,"about_ca_system_score_gemma":0.0000581283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00012223,"about_ca_topic_score_gemma":0.00005351117,"domain_scores_codex":[0.9960469,0.000611691,0.0007597567,0.001164497,0.0002935953,0.001123586],"domain_scores_gemma":[0.9986045,0.0002480401,0.0001633618,0.0005515993,0.00002066087,0.0004118658],"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":[0.001524405,0.004412592,0.02014655,0.0004081262,0.0000817242,0.0004780593,0.07132374,0.0007727416,0.001169043,0.04863258,0.1957758,0.6552747],"study_design_scores_gemma":[0.007945926,0.007570849,0.69337,0.002157012,0.00003262542,0.001278536,0.03233945,0.001396929,0.0001047285,0.08695081,0.1643402,0.002512933],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709249,0.002369327,0.0006901253,0.01668082,0.001771223,0.0009966354,0.00001089553,0.0002142558,0.00634179],"genre_scores_gemma":[0.981095,0.0005560494,0.0009394058,0.01399727,0.0002009033,0.0003297082,0.0000154928,0.00003228398,0.002833926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6732234,"threshold_uncertainty_score":0.975705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1393057447507673,"score_gpt":0.4735919767611024,"score_spread":0.334286232010335,"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."}}