{"id":"W4285593836","doi":"10.3389/fpubh.2022.876883","title":"Examining the Mental Health, Wellbeing, Work Participation and Engagement of Medical Laboratory Professionals in Ontario, Canada: An Exploratory Study","year":2022,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Medical Association; University of Guelph; Laurentian University; University of Toronto; University Health Network","funders":"","keywords":"Mental health; Exploratory research; Work engagement; Work (physics); Medicine; Health professionals; Psychology; Nursing; Medical education; Gerontology; Psychiatry; Health care; Sociology; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009638994,0.0003194048,0.0002933916,0.001282849,0.00531282,0.001254726,0.000813427,0.0003875605,0.001655053],"category_scores_gemma":[0.00168295,0.0003195068,0.0004786293,0.002901604,0.001053671,0.0004640051,0.001356126,0.0005221828,0.0001745914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02850281,"about_ca_system_score_gemma":0.04279143,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9902333,"about_ca_topic_score_gemma":0.9956446,"domain_scores_codex":[0.9989629,0.000128588,0.00004317647,0.00009305993,0.000295209,0.0004770391],"domain_scores_gemma":[0.9982483,0.0001749983,0.0003574867,0.00004015777,0.000704186,0.0004748169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005120883,0.000117565,0.9688101,0.0001079143,0.00002071573,0.0002557101,0.02292292,0.00004545469,0.0003997204,0.0001134224,0.0006616233,0.00649364],"study_design_scores_gemma":[0.000005291831,0.00007228804,0.9673542,0.00005111842,0.00001374894,0.00004775742,0.03093196,0.0001026718,0.00004981834,0.00001455492,0.001348432,0.000008224445],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979154,0.0001953205,0.00005142896,0.0001811607,0.000002763524,0.00007979683,0.000466108,0.000001894612,0.001106159],"genre_scores_gemma":[0.9976342,0.0003998501,0.000240247,0.0001614989,0.000004516129,0.00008129904,0.0003994724,0.000001824865,0.001077128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02850281,"threshold_uncertainty_score":0.2068034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1210006147469526,"score_gpt":0.4082725280346621,"score_spread":0.2872719132877094,"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."}}