{"id":"W3185669030","doi":"10.1080/01612840.2021.1936710","title":"Policies and Interventions to Reduce Familial Mental Illness Stigma: A Scoping Review of Empirical Literature","year":2021,"lang":"en","type":"review","venue":"Issues in Mental Health Nursing","topic":"Family Caregiving in Mental Illness","field":"Psychology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Western University","funders":"","keywords":"Mental illness; Psychological intervention; Stigma (botany); Mental health; Social stigma; Psychology; Psychiatry; Qualitative research; Medicine; Clinical psychology; Family medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001176602,0.0006968302,0.003416355,0.000646991,0.0002992835,0.00008407209,0.0004965335,0.0003777952,0.00015297],"category_scores_gemma":[0.0001365252,0.0006896161,0.0005842415,0.001495628,0.0003370194,0.0001420103,0.0003235839,0.0008504977,0.0000204246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001574839,"about_ca_system_score_gemma":0.0003656877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003235653,"about_ca_topic_score_gemma":0.00006518889,"domain_scores_codex":[0.9935374,0.001801555,0.002227773,0.001073337,0.0005252812,0.0008347011],"domain_scores_gemma":[0.9979385,0.000215018,0.0007019716,0.0007364219,0.00007624239,0.0003318613],"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":[0.00001478723,0.0003759121,0.00001169755,0.33401,0.0000440145,0.00002544705,0.02544073,5.305432e-8,6.371555e-7,0.0001440693,0.01562169,0.624311],"study_design_scores_gemma":[0.0003106267,0.0002287326,0.00003263004,0.8503675,0.000109803,0.000320193,0.005372402,2.219609e-7,0.000002636078,0.00001033112,0.1427918,0.0004531205],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003245151,0.9862198,0.000009014307,0.002258367,0.005796832,0.004369601,0.0004548851,0.00005270531,0.0005143074],"genre_scores_gemma":[0.0000580534,0.9960172,0.0008879097,0.001000063,0.000285692,0.0003885152,0.0007531506,0.0001090686,0.000500372],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6238578,"threshold_uncertainty_score":0.9995555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1181680367178917,"score_gpt":0.5584473474610312,"score_spread":0.4402793107431395,"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."}}