{"id":"W2105894409","doi":"10.1136/oemed-2011-100182","title":"Business mergers and acquisitions and the risk of mental disorders: a population-based study","year":2012,"lang":"en","type":"article","venue":"Occupational and Environmental Medicine","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; McGill University; Alberta Health Services; University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Anxiety; Incidence (geometry); Depression (economics); Mental health; Psychiatry; Medicine; Population; Anxiety disorder; Affect (linguistics); Major depressive episode; Psychology; Environmental health; Cognition","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006164931,0.0003228921,0.0003099047,0.0009585753,0.0007186195,0.0006839862,0.0003499282,0.0009045161,0.001897862],"category_scores_gemma":[0.001416602,0.0005681924,0.0004954795,0.001192508,0.0003598512,0.0009326733,0.0005279309,0.0008816318,0.000503213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002738569,"about_ca_system_score_gemma":0.0002953652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007079435,"about_ca_topic_score_gemma":0.007653222,"domain_scores_codex":[0.9995168,0.0001296197,0.00004999802,0.00009977167,0.0001130646,0.00009059811],"domain_scores_gemma":[0.9991605,0.0001134291,0.0003491953,0.00005413071,0.00008280676,0.0002399404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004914064,0.0001239463,0.999022,0.000006063972,0.00003400654,0.00006396019,0.0001265433,0.0000121158,0.00007798367,0.000004654568,0.00005017417,0.0004293274],"study_design_scores_gemma":[0.000007232535,0.0002871551,0.9989981,0.000004936753,0.00001806873,0.0002039188,0.0003296827,0.00005032191,0.00001008217,0.00000794016,0.00007894701,0.000003672822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993696,0.00011663,0.00003835348,0.00003414405,0.000003608094,0.00001506832,0.0001767642,0.0000016806,0.0002442164],"genre_scores_gemma":[0.9992976,0.000162545,0.0000564596,0.00005096115,0.00001496993,0.00002110252,0.0001855,0.000001179047,0.0002097081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007079435,"threshold_uncertainty_score":0.01407641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02134820156988613,"score_gpt":0.3358018220530815,"score_spread":0.3144536204831954,"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."}}