{"id":"W4391126646","doi":"10.1016/s2215-0366(24)00009-9","title":"A call to avoid psychiatric labelling in a historic election year","year":2024,"lang":"en","type":"letter","venue":"The Lancet Psychiatry","topic":"History, Medicine, and Leadership","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Rhetoric; Depression (economics); Anxiety; Politics; Political rhetoric; Mental health; Population; Political science; Psychiatry; Political economy; Psychology; Criminology; Medicine; Sociology; Law; Economics; Environmental health; Keynesian economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0206459,0.001105091,0.002333436,0.001615967,0.02901021,0.01587809,0.004404548,0.1604291,0.01766327],"category_scores_gemma":[0.07447843,0.001855141,0.002865544,0.001174516,0.01600677,0.01314557,0.008942581,0.14765,0.008418987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01089934,"about_ca_system_score_gemma":0.0234921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02321153,"about_ca_topic_score_gemma":0.07301178,"domain_scores_codex":[0.9833402,0.005108809,0.001083368,0.001303056,0.004146294,0.005018211],"domain_scores_gemma":[0.9564774,0.01784023,0.002505588,0.001700884,0.004714919,0.016761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004273826,0.00003909914,0.0003234055,0.00004878014,0.00001802132,0.0007791616,0.000630323,0.00003365235,0.00009293226,0.01001762,0.9846967,0.00327755],"study_design_scores_gemma":[0.0001219287,0.00006459878,0.001661629,0.0004507652,0.00003133054,0.0006654372,0.003653227,0.0001908997,0.0001385709,0.0142814,0.9786189,0.0001212702],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0003402103,0.000569915,0.00006528013,0.9697445,0.02633443,0.000007611679,0.00001754325,0.00001567907,0.0029048],"genre_scores_gemma":[0.002828071,0.0002112147,0.00009996239,0.9760489,0.01328597,0.0000220425,0.00000980506,0.00002745442,0.007466509],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.1604291,"threshold_uncertainty_score":0.1091872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03871913587990092,"score_gpt":0.3061772661432677,"score_spread":0.2674581302633667,"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."}}