{"id":"W4416896947","doi":"10.1177/00469580251399302","title":"Early Adulthood and Care Giving Professions in the 21st Century: Mental Wellness as an Institutional Priority and Reward Strategy","year":2025,"lang":"en","type":"article","venue":"INQUIRY The Journal of Health Care Organization Provision and Financing","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Montréal","funders":"","keywords":"Mental health; Workforce; Attrition; Distress; Health care; Unintended consequences; Resource (disambiguation); Burnout; Workforce development","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002578752,0.0002086811,0.000396575,0.0002387029,0.00379944,0.00005813001,0.0002361314,0.000299749,0.00001718372],"category_scores_gemma":[0.0005977065,0.0001226618,0.00002345836,0.0005870644,0.0001627529,0.0004826153,0.0002294531,0.001572198,0.000001335958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003235616,"about_ca_system_score_gemma":0.003357713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007164548,"about_ca_topic_score_gemma":0.0004058279,"domain_scores_codex":[0.9955535,0.002202866,0.001146858,0.0002650956,0.0004219659,0.0004097155],"domain_scores_gemma":[0.9977321,0.0004342248,0.0007057675,0.000216494,0.0007407758,0.0001706489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001941191,0.0001024747,0.2650679,0.002363113,0.0000131576,0.00001048668,0.4659255,0.000006810954,0.00008380526,0.0103383,0.0002814729,0.2556128],"study_design_scores_gemma":[0.001244868,0.0003144609,0.4107884,0.005066317,0.00001666679,0.00004111502,0.578084,0.00001751829,0.00001507531,0.0002655439,0.004023991,0.0001220306],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9645186,0.01887504,0.0002721564,0.01365196,0.001318114,0.00121485,0.00002133497,0.00001932495,0.0001086025],"genre_scores_gemma":[0.9870643,0.00961218,0.0001281021,0.002907815,0.0002071634,0.00001156586,0.00002561046,0.00001827156,0.00002500449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2554908,"threshold_uncertainty_score":0.9974975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02673346547133837,"score_gpt":0.3840786307797353,"score_spread":0.3573451653083969,"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."}}