{"id":"W4402408006","doi":"10.1139/facets-2023-0230","title":"Poor mental health negatively impacts farmers personally, interpersonally, cognitively, and professionally","year":2024,"lang":"en","type":"article","venue":"FACETS","topic":"Agriculture and Farm Safety","field":"Agricultural and Biological Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; University of Guelph","funders":"Ontario Agri-Food Innovation Alliance; Ontario Pork; Egg Farmers of Ontario","keywords":"Mental health; Psychology; Social psychology; Applied psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.00123701,0.0001925173,0.0002733081,0.0005182314,0.008288353,0.002327088,0.0004883317,0.0004461997,0.001729461],"category_scores_gemma":[0.002915146,0.0001598938,0.0002026696,0.0006833826,0.005903369,0.0007850234,0.002251366,0.0005944859,0.0000912926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01153191,"about_ca_system_score_gemma":0.01575928,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6953832,"about_ca_topic_score_gemma":0.8578503,"domain_scores_codex":[0.9987007,0.0003575229,0.00004181762,0.00009191989,0.0003681021,0.0004398559],"domain_scores_gemma":[0.9985924,0.0004158288,0.0002753394,0.00006306679,0.0003470864,0.0003061576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00008844232,0.00004529443,0.227178,0.0003087794,0.00004290911,0.001595233,0.727536,0.0002069957,0.004270802,0.002050801,0.003093921,0.03358282],"study_design_scores_gemma":[0.000005114207,0.00004807344,0.1835867,0.0001565317,0.00002463295,0.0002503918,0.7999098,0.000103012,0.000444928,0.0005547027,0.01488533,0.00003082068],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893666,0.0002822117,0.0002417718,0.001915275,0.00001676437,0.00002397596,0.00009070974,0.000006659699,0.008056021],"genre_scores_gemma":[0.9985778,0.0002915163,0.00008964912,0.0001841905,0.000003973429,0.000008297836,0.00001830607,0.000001395297,0.0008247872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6953832,"threshold_uncertainty_score":0.6128215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01601947286661454,"score_gpt":0.2621181805337635,"score_spread":0.246098707667149,"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."}}