{"id":"W2994549004","doi":"10.1371/journal.pone.0225661","title":"Research trends in farmers’ mental health: A scoping review of mental health outcomes and interventions among farming populations worldwide","year":2019,"lang":"en","type":"review","venue":"PLoS ONE","topic":"Agriculture and Farm Safety","field":"Agricultural and Biological Sciences","cited_by":133,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Guelph","funders":"","keywords":"Mental health; Psychological intervention; Inclusion (mineral); Environmental health; Medicine; Descriptive statistics; Population; Agriculture; Occupational safety and health; Gerontology; Psychology; Psychiatry; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001419658,0.0002853772,0.002084323,0.0001641015,0.0003278924,0.00003202111,0.0002786928,0.0001197503,0.0001868651],"category_scores_gemma":[0.00002974419,0.0001131551,0.0004844794,0.001430502,0.00008667411,0.0001265117,0.000249132,0.0005121645,0.00001240639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002403533,"about_ca_system_score_gemma":0.00005824881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001069845,"about_ca_topic_score_gemma":0.00713793,"domain_scores_codex":[0.9964076,0.0007358351,0.001356061,0.000478917,0.0005341849,0.0004874539],"domain_scores_gemma":[0.9988065,0.0001874349,0.0006734011,0.0001107416,0.00005743503,0.0001644711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000002309518,0.0006898214,0.00305548,0.1151,0.0001144644,4.988377e-7,0.0001451511,1.269096e-8,0.000003826934,0.00007429266,0.0005575268,0.8802567],"study_design_scores_gemma":[0.0001423299,0.0002934301,0.01660035,0.9642522,0.0001234028,0.000003279457,0.0003106482,8.620707e-7,2.195205e-7,0.000006732358,0.01798187,0.0002846218],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007331067,0.9926441,1.524827e-7,0.003551542,0.00005820488,0.002421324,0.0003605297,0.00002200197,0.0002090052],"genre_scores_gemma":[0.0001839238,0.9964528,0.0001338011,0.0001813248,0.000053083,0.0001261494,0.002054461,0.000003267804,0.0008111618],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.879972,"threshold_uncertainty_score":0.4614333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3931254363868977,"score_gpt":0.4528083900193365,"score_spread":0.05968295363243881,"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."}}