{"id":"W2900191692","doi":"10.18192/aporia.v7i3.3498","title":"Recent Case Raises Hopes for Reducing Harm from Psychiatric Labelling: A Blow Against “Weaponized Diagnosis”","year":2015,"lang":"en","type":"article","venue":"Aporia","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Indiana State University; Harvard University","keywords":"Harm; Labelling; Medicine; Psychiatry; Psychology; Political science; Law; Criminology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003467588,0.0002226362,0.0002854303,0.00009457241,0.000554886,0.0001592345,0.0001486611,0.00007479442,0.001412697],"category_scores_gemma":[0.00008096983,0.0001943791,0.0001043977,0.00007010414,0.0000612532,0.0001607512,0.00002682497,0.0001478082,0.0001547273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005978258,"about_ca_system_score_gemma":0.0001824043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002417211,"about_ca_topic_score_gemma":0.001563015,"domain_scores_codex":[0.998494,0.0000661188,0.0004551907,0.0003755169,0.0001913365,0.0004178346],"domain_scores_gemma":[0.9987677,0.0002271342,0.0001909218,0.0002907473,0.0001554661,0.0003679728],"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":[0.0008603539,0.0007964395,0.00100854,0.0002272589,0.0001311135,0.000122327,0.03909755,0.00001108084,0.00001207391,0.01844298,0.830083,0.1092073],"study_design_scores_gemma":[0.002570313,0.0002593493,0.000009091377,0.00006548925,0.00007356659,0.00001233322,0.003885629,0.0001593308,0.0001066984,0.004971342,0.9876021,0.0002847496],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9426444,0.01512868,0.00001715335,0.005059557,0.01705197,0.001109491,0.0005621628,0.000179006,0.01824754],"genre_scores_gemma":[0.962384,0.00369266,0.00553093,0.007775257,0.01547948,0.0007883568,0.0007106223,0.0001259204,0.003512764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1575191,"threshold_uncertainty_score":0.9995002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.125461697698305,"score_gpt":0.3202989202533051,"score_spread":0.1948372225550001,"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."}}