{"id":"W4229454254","doi":"10.1177/08404704221088471","title":"Mental health status of medical laboratory professionals","year":2022,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Society of Pharmacology and Therapeutics","funders":"","keywords":"Burnout; Workload; Emotional exhaustion; Workforce; Pandemic; Coronavirus disease 2019 (COVID-19); Emotional distress; Mental health; Work (physics); Psychology; Distress; Job satisfaction; Medical education; Applied psychology; Medicine; Anxiety; Clinical psychology; Computer science; Psychiatry; Engineering; Political science; Social psychology","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":[0.0005592105,0.00008422302,0.000160786,0.0005186786,0.0006022835,0.0006323005,0.0001260523,0.0003157348,0.003101334],"category_scores_gemma":[0.003636398,0.00008594523,0.0002758235,0.0003465906,0.0002499202,0.0003385618,0.0005995141,0.0005040519,0.0002996692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004870642,"about_ca_system_score_gemma":0.0007241547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009385245,"about_ca_topic_score_gemma":0.01237947,"domain_scores_codex":[0.9995694,0.00008532857,0.0000378453,0.00003218927,0.00009740462,0.0001779013],"domain_scores_gemma":[0.9988702,0.0001512984,0.0003033395,0.00002141107,0.0001850093,0.0004687299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009493021,0.0002255751,0.9831536,0.00006707658,0.000036495,0.0002924835,0.002511658,0.000049514,0.0003752179,0.0001534068,0.001941862,0.01109813],"study_design_scores_gemma":[0.000005169713,0.0001126412,0.9955219,0.00005937228,0.000009566606,0.00019822,0.002692799,0.00009746423,0.00003704469,0.00005883552,0.00119971,0.000007341626],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993163,0.000392605,0.0000483775,0.001358126,0.00003878155,0.00002387914,0.0004083303,0.000002963535,0.004563892],"genre_scores_gemma":[0.998703,0.0002591728,0.00004513719,0.0002802614,0.00002495471,0.00001522067,0.0001705243,7.542163e-7,0.0005010251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009385245,"threshold_uncertainty_score":0.01866126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04231822988425617,"score_gpt":0.4464263842664232,"score_spread":0.4041081543821671,"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."}}