{"id":"W4417447346","doi":"10.1007/978-3-032-15735-5_4","title":"AI in Workplace Wellness Programs","year":2025,"lang":"en","type":"book-chapter","venue":"Studies in computational intelligence","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Future Earth","funders":"","keywords":"Productivity; Work (physics); Burnout; Social media; Information technology; eHealth; Health care","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":[0.001047864,0.0002611744,0.0002243969,0.0007809942,0.001083627,0.002537785,0.0006680132,0.001077269,0.01316271],"category_scores_gemma":[0.002228497,0.0001591843,0.0001813517,0.001248588,0.002818625,0.002641279,0.0009570409,0.002119228,0.0009822152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002421265,"about_ca_system_score_gemma":0.002011266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006302674,"about_ca_topic_score_gemma":0.007529275,"domain_scores_codex":[0.9994937,0.0002860519,0.00001096324,0.00004078081,0.0001124962,0.00005604346],"domain_scores_gemma":[0.9984317,0.001296611,0.00003416857,0.00004827317,0.0001061704,0.00008299879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001727163,0.0001362907,0.0005994374,0.0001881336,0.000006637376,0.00006202023,0.001596806,0.002577612,0.0001448394,0.7992218,0.03275046,0.1626986],"study_design_scores_gemma":[0.0000132064,0.00003800373,0.001831823,0.0005568281,0.000009000829,0.00008914604,0.003302003,0.006417505,0.0003339292,0.7319093,0.2554855,0.0000137167],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01140753,0.03572208,0.0206875,0.02429515,0.0006886103,0.00004509931,0.00006125433,0.00008821355,0.9070045],"genre_scores_gemma":[0.6252745,0.039699,0.02301098,0.004567506,0.000946329,0.0002248273,0.0002239702,0.0001122596,0.3059407],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01316271,"threshold_uncertainty_score":0.04403365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1065266535571257,"score_gpt":0.4686072474807736,"score_spread":0.3620805939236479,"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."}}