{"id":"W2011508448","doi":"10.5334/pb.aa","title":"Verification of a Predictive Model of Psychological Health at Work in Canada and France","year":2014,"lang":"en","type":"article","venue":"Psychologica Belgica","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Université de Montréal","funders":"","keywords":"Structural equation modeling; Psychology; Psychological distress; Sample (material); Test (biology); Mental health; Distress; Clinical psychology; Social psychology; Statistics; Mathematics; Psychotherapist","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.007164382,0.0006848302,0.0008068671,0.002292665,0.003352532,0.00292622,0.001592886,0.0005241748,0.002620081],"category_scores_gemma":[0.01777086,0.0003477948,0.001395977,0.00237382,0.002013891,0.0007333558,0.00206545,0.001080931,0.0002829476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02634631,"about_ca_system_score_gemma":0.0293097,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9718636,"about_ca_topic_score_gemma":0.9349566,"domain_scores_codex":[0.9945822,0.001906679,0.0002010088,0.0009455628,0.001183449,0.001181044],"domain_scores_gemma":[0.9907984,0.003400187,0.0008296678,0.0008975884,0.003424241,0.0006500298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000210069,0.0001351587,0.9405446,0.00005140681,0.0002649109,0.0003100091,0.003316681,0.006547365,0.0004124674,0.009171146,0.001561622,0.03747458],"study_design_scores_gemma":[0.00004449406,0.00009393798,0.9636664,0.00007618111,0.0001003338,0.0001226975,0.003605937,0.02513091,0.0003879099,0.002039719,0.00467208,0.00005946347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833192,0.0003717185,0.004235745,0.001257343,0.00004031733,0.0001397289,0.001355425,0.00009368375,0.009186663],"genre_scores_gemma":[0.9966658,0.0001155185,0.001417226,0.00008921162,0.000007046302,0.00005107382,0.0008884136,0.00001281316,0.0007528595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02813637,"threshold_uncertainty_score":0.1911567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04389086844419186,"score_gpt":0.3841166936371956,"score_spread":0.3402258251930037,"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."}}