{"id":"W2048193018","doi":"10.1186/1471-2458-14-808","title":"Psychological distress in the workforce: a multilevel and longitudinal analysis of the case of regulated occupations in Canada","year":2014,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université de Sherbrooke","funders":"","keywords":"Workforce; Multilevel model; Distress; Psychological distress; Mental health; Biostatistics; Social support; Psychology; Medicine; Clinical psychology; Public health; Social psychology; Psychiatry; Nursing","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":[0.001942035,0.0002635176,0.0004968944,0.001669355,0.005108126,0.001427875,0.001189496,0.0006569595,0.001569757],"category_scores_gemma":[0.004409513,0.0003304651,0.0009593405,0.003589168,0.000965968,0.0005679103,0.002081423,0.001707437,0.0001427345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02253798,"about_ca_system_score_gemma":0.02743604,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9726211,"about_ca_topic_score_gemma":0.9782302,"domain_scores_codex":[0.998609,0.0002743644,0.00004885171,0.0001430089,0.0002463041,0.0006784853],"domain_scores_gemma":[0.9970574,0.000419786,0.0005498242,0.0002171079,0.001054687,0.0007012214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000620796,0.0001020655,0.9909146,0.00002382539,0.00005519515,0.0002811214,0.003919604,0.0001928296,0.00009631954,0.0002134356,0.0004145754,0.003724454],"study_design_scores_gemma":[0.000006536965,0.00004234994,0.990373,0.00004693392,0.00004095934,0.00008602186,0.007825227,0.0008567317,0.00003890781,0.0001285107,0.0005407381,0.00001400792],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986185,0.0001752981,0.0001587715,0.0002560557,0.000004878282,0.00003408526,0.0003645496,0.000002975378,0.0003848131],"genre_scores_gemma":[0.9988172,0.0001692311,0.0002872241,0.00005062101,0.000003495712,0.00003826767,0.000375691,0.000002147886,0.0002561372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02737892,"threshold_uncertainty_score":0.1635252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0957149052405339,"score_gpt":0.4291982257874422,"score_spread":0.3334833205469083,"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."}}