{"id":"W2618557135","doi":"10.1007/s12529-017-9651-6","title":"Quantifying Multiple Work-Related Psychosocial Risk Factors: Proposal for a Composite Indicator Based on the COPSOQ II","year":2017,"lang":"en","type":"article","venue":"International Journal of Behavioral Medicine","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Waypoint Centre for Mental Health Care","funders":"","keywords":"Psychosocial; Stressor; Environmental health; Occupational stress; Odds ratio; Medicine; Population; Burnout; Psychology; Gerontology; Clinical psychology; Psychiatry","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":[0.002343074,0.0002063037,0.0004293965,0.0002451364,0.002907692,0.00002734164,0.0009156189,0.000248624,0.000474056],"category_scores_gemma":[0.001337618,0.0001211028,0.0001748847,0.0000736196,0.0002384444,0.0001700469,0.00009011695,0.001766013,0.00002493313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002932968,"about_ca_system_score_gemma":0.0005600522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005054392,"about_ca_topic_score_gemma":0.0001251358,"domain_scores_codex":[0.9968248,0.0004585526,0.001200184,0.0001904872,0.00090679,0.0004191818],"domain_scores_gemma":[0.9939722,0.001886373,0.002884952,0.0002854149,0.0007169758,0.0002540195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001904996,0.0002441291,0.9756555,0.00002219558,0.00008169027,0.00002463935,0.00570407,0.00001871046,0.0003125071,0.0004594893,0.01184218,0.003729873],"study_design_scores_gemma":[0.01737401,0.002189073,0.9532633,0.006147365,0.0003568917,0.000008208033,0.004255928,0.001071137,0.0001690309,0.001228496,0.01360803,0.0003284889],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.947021,0.00005026019,0.0005241417,0.04287452,0.008166464,0.0009662911,0.00005124047,0.0000240774,0.0003220151],"genre_scores_gemma":[0.9959697,0.0000331647,0.0006897858,0.001176635,0.001863342,0.00004371649,0.0000316958,0.00003317339,0.0001587551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04894873,"threshold_uncertainty_score":0.9983904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.104217101445144,"score_gpt":0.4746580954512579,"score_spread":0.3704409940061139,"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."}}