{"id":"W2553779403","doi":"10.1097/jom.0000000000000866","title":"Need for Recovery as an Early Sign of Depression Risk in a Working Population","year":2016,"lang":"en","type":"article","venue":"Journal of Occupational and Environmental Medicine","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Lundbeck Canada; H. Lundbeck A/S; Public Health Agency of Canada","keywords":"Depression (economics); Odds ratio; Confidence interval; Logistic regression; Job strain; Population; Medicine; Major depressive episode; Odds; Psychology; Psychiatry; Clinical psychology; Internal medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000955407,0.00007737183,0.0002272298,0.0001551683,0.000146637,0.000001048688,0.00004716948,0.00009272358,0.0001559637],"category_scores_gemma":[0.0002525137,0.00004562217,0.00002927006,0.00005001828,0.00004146302,0.0002011007,0.0000164315,0.0001785313,0.000002131069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001160174,"about_ca_system_score_gemma":0.00003750945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002258019,"about_ca_topic_score_gemma":0.00003060592,"domain_scores_codex":[0.998619,0.0001850965,0.0006883055,0.00009793369,0.0002510906,0.0001585402],"domain_scores_gemma":[0.9982878,0.000811524,0.000688994,0.00006105816,0.00001600198,0.000134636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002527117,0.00004337816,0.9466816,0.00003192636,0.000007644293,0.000001566639,0.0005720158,0.00002782631,0.002709508,0.00005868073,0.0001137976,0.04722496],"study_design_scores_gemma":[0.00309259,0.0007423082,0.989121,0.00123922,0.00002163907,0.000005052065,0.0006823968,0.00005505762,0.00004935292,0.004771736,0.0001698618,0.00004983554],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971,0.000248323,0.001363815,0.000655444,0.0002759357,0.0002562529,0.00001036245,0.000002280634,0.00008761534],"genre_scores_gemma":[0.9981185,0.0004528193,0.0006811941,0.0002454201,0.0003706049,0.00000948693,0.00001495636,0.000008839408,0.00009817991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04717512,"threshold_uncertainty_score":0.1860418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03515625672453991,"score_gpt":0.369141228765929,"score_spread":0.3339849720413891,"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."}}