{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004966301,0.0003709368,0.0008509459,0.0004997082,0.00473803,0.000007392022,0.0008693555,0.0002655784,0.008933387],"category_scores_gemma":[0.0001132053,0.0003391946,0.0001627233,0.001006805,0.0001113165,0.0001412646,0.002715865,0.00222904,0.0001165461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001445124,"about_ca_system_score_gemma":0.004851451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004803905,"about_ca_topic_score_gemma":0.00127477,"domain_scores_codex":[0.9863686,0.004106636,0.002158067,0.000764741,0.003876858,0.002725105],"domain_scores_gemma":[0.9960804,0.0003311412,0.001142184,0.0008179923,0.0002806187,0.001347687],"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":[0.0004130419,0.001039498,0.2021205,0.008017638,0.0001583913,0.00005456688,0.007697439,0.000004390787,0.000005489586,0.1437109,0.5264775,0.1103007],"study_design_scores_gemma":[0.002265479,0.000491187,0.02236008,0.002832438,0.000009400429,0.000002362739,0.09833521,0.000157237,0.000004279267,0.0009714721,0.8722372,0.0003336469],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0674594,0.03065051,0.000198489,0.8680507,0.01210694,0.009812728,0.004018534,0.0005721372,0.007130592],"genre_scores_gemma":[0.8702959,0.01090265,0.001078991,0.1065323,0.0004163457,0.003371236,0.001204983,0.0001566307,0.006040976],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8028365,"threshold_uncertainty_score":0.999906,"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."}}