{"id":"W4399827518","doi":"10.7759/cureus.62642","title":"A Systematic Review of the Effect of Stigmatization on Psychiatric Illness Outcomes","year":2024,"lang":"en","type":"review","venue":"Cureus","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"CARE Canada","funders":"","keywords":"Medicine; Psychiatry; Mental illness; Mental health","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":[0.0005500366,0.0003744417,0.00306416,0.0001143691,0.00005220962,0.0000077493,0.0005078922,0.000181434,0.0002647892],"category_scores_gemma":[0.0001456458,0.0001558619,0.0008263951,0.0006495039,0.00002976101,0.00002119888,0.00005754015,0.0001988495,0.0002891921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001001438,"about_ca_system_score_gemma":0.00003372944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001742314,"about_ca_topic_score_gemma":0.0000022027,"domain_scores_codex":[0.9968565,0.001083008,0.001323461,0.000275919,0.0003051235,0.0001560547],"domain_scores_gemma":[0.9972007,0.0005671115,0.001268561,0.0009025304,0.0000263917,0.00003465133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000002286336,0.00006986722,0.00002040364,0.9633691,0.0005549333,0.000001315821,0.00003616597,7.530042e-9,1.984429e-9,0.0009170489,0.001395355,0.03363356],"study_design_scores_gemma":[0.0001396806,0.0001868702,0.000008074629,0.9790771,0.01299655,0.000007346301,0.000005574801,2.136926e-7,5.322454e-7,0.00001723152,0.007430696,0.0001301234],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000134291,0.9863203,9.002995e-7,0.00003310565,0.002777694,0.007281999,0.00008455813,0.00002354025,0.003464481],"genre_scores_gemma":[0.00008437994,0.9969649,0.000002582798,0.00005630628,0.00004825927,0.001221483,0.00005132324,0.00004284811,0.001527875],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03350344,"threshold_uncertainty_score":0.6355866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03291151510835085,"score_gpt":0.4407800717507824,"score_spread":0.4078685566424315,"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."}}