{"id":"W4417447350","doi":"10.1007/978-3-032-15735-5_10","title":"Conclusions","year":2025,"lang":"en","type":"book-chapter","venue":"Studies in computational intelligence","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Future Earth","funders":"","keywords":"Harmony (color); Balance (ability); Work (physics); Health care; Physical health; Mental health; Personal development; Quality (philosophy)","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007039848,0.0003569426,0.0007049252,0.0003784669,0.001061878,0.000004934082,0.0003066334,0.0004198102,0.0008813686],"category_scores_gemma":[0.0005941936,0.0003463725,0.0001101348,0.0001425985,0.0003432329,0.0000453568,0.000705175,0.001733227,0.001155201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007079557,"about_ca_system_score_gemma":0.001116064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003700682,"about_ca_topic_score_gemma":0.000199011,"domain_scores_codex":[0.997174,0.000143819,0.001247589,0.0005289855,0.000389877,0.0005157932],"domain_scores_gemma":[0.9914542,0.00716714,0.0003582887,0.0002585012,0.0006580923,0.0001037347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003289542,0.00001246195,0.0003593508,0.0008423708,0.00009569611,0.00003666579,0.002770128,0.004978776,2.907136e-8,0.9183038,0.06158431,0.01098344],"study_design_scores_gemma":[0.0001143577,0.00003680172,0.00005902488,0.005440777,0.00002601984,0.000001593457,0.001550343,0.00124458,3.646183e-7,0.7233294,0.2679141,0.000282634],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000009887362,0.009412427,0.008916163,0.003509566,0.003960706,0.001132254,0.00005681427,0.0001058772,0.9728963],"genre_scores_gemma":[0.008806791,0.00898329,0.004581175,0.007204827,0.0007692488,0.0002024777,0.0001281589,0.00005420963,0.9692698],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2063298,"threshold_uncertainty_score":0.9998989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.144553882722572,"score_gpt":0.5007879736755473,"score_spread":0.3562340909529753,"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."}}