{"id":"W4414445443","doi":"10.1016/j.ijhcs.2025.103649","title":"Safeguarding worker psychosocial well-being in the age of AI: The critical role of decision control","year":2025,"lang":"en","type":"article","venue":"International Journal of Human-Computer Studies","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal; Polytechnique Montréal; Université du Québec à Montréal","funders":"Institut de Valorisation des Données","keywords":"Psychosocial; Safeguarding; Observational study; Competence (human resources); Empirical research; Control (management); Coping (psychology); Perception","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00260848,0.0001392087,0.0005048369,0.0003147112,0.0004705732,0.00002266644,0.0007573034,0.00009203791,0.00002957986],"category_scores_gemma":[0.0004984922,0.00008089642,0.000208031,0.0001978309,0.0001618924,0.000132353,0.0001838836,0.0009663926,0.000004719706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001325494,"about_ca_system_score_gemma":0.0001522445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003389241,"about_ca_topic_score_gemma":0.00008899472,"domain_scores_codex":[0.9967915,0.0006722238,0.001452977,0.0001350376,0.0006641108,0.0002840949],"domain_scores_gemma":[0.9926279,0.005748753,0.0004949471,0.0001548029,0.0009439558,0.00002971123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002428258,0.0006996355,0.4086208,0.0004245669,0.002105972,0.0002766935,0.1138728,0.00110604,0.0006163974,0.3318088,0.0680564,0.06998368],"study_design_scores_gemma":[0.01046314,0.000605362,0.4835474,0.01603781,0.0002953007,0.00004492114,0.0373899,0.001029235,0.000156266,0.4115328,0.03854933,0.0003485306],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.872803,0.006216158,0.02422057,0.06655269,0.01175286,0.0008701286,0.000006485156,0.00001795175,0.0175601],"genre_scores_gemma":[0.9931183,0.0002268969,0.0006171034,0.004718773,0.001243919,0.00001331191,7.14324e-7,0.000008296353,0.00005268272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1203153,"threshold_uncertainty_score":0.4198549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0261525916650371,"score_gpt":0.456044966033847,"score_spread":0.4298923743688099,"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."}}