{"id":"W6959888941","doi":"10.11575/prism/28724","title":"Workplace factors and the transition to major depression in a representative sample of Alberta employees","year":2014,"lang":"en","type":"other","venue":"PRISM (University of Calgary)","topic":"Wheat and Barley Genetics and Pathology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Depression (economics); Subthreshold conduction; Psychosocial; Longitudinal study; Major depressive disorder; Sample (material); Depressive symptoms; Multinomial logistic regression; Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003434154,0.0002057283,0.0001601541,0.0005630726,0.0008171292,0.0004828612,0.00044165,0.0002667489,0.0009544271],"category_scores_gemma":[0.0007389801,0.000274185,0.0002029485,0.0008761061,0.0002788079,0.0001192487,0.0004105359,0.0003245602,0.0001605144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00193159,"about_ca_system_score_gemma":0.001552563,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7096512,"about_ca_topic_score_gemma":0.7743646,"domain_scores_codex":[0.9998184,0.00003383946,0.00001084723,0.00003393095,0.00005520399,0.00004781464],"domain_scores_gemma":[0.9996915,0.00003741763,0.00007990425,0.00002335701,0.0000573688,0.000110558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007595361,0.00005161297,0.9976844,0.000004606259,0.0000195402,0.00007046615,0.000219017,0.00003855884,0.0001320033,0.00001250233,0.00012573,0.001565608],"study_design_scores_gemma":[0.000004319536,0.00002573921,0.9995245,0.000002981152,0.000006127852,0.00002869735,0.0002650347,0.00006418594,0.00001023954,0.000009384393,0.00005755544,0.00000124347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993643,0.00008436535,0.00003567743,0.00002532627,0.000001682765,0.000008085379,0.0002158242,0.000001578098,0.000263224],"genre_scores_gemma":[0.9988623,0.000142606,0.00006675809,0.00003035728,0.000002572558,0.000008058198,0.0003193622,9.896202e-7,0.0005668526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2903488,"threshold_uncertainty_score":0.5841174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00986859540894022,"score_gpt":0.1977236021075501,"score_spread":0.1878550066986098,"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."}}