{"id":"W4407814158","doi":"10.1177/21582440251319983","title":"Predictors of Patient Stigma Perception Appraisal: Testing a Dynamic Stigma Model of Mental Illness","year":2025,"lang":"en","type":"article","venue":"SAGE Open","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Windsor","funders":"","keywords":"Stigma (botany); Mental illness; Psychology; Perception; Clinical psychology; Critical appraisal; Psychiatry; Social psychology; Mental health; Medicine; Alternative 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00303766,0.0002187602,0.0002262231,0.0005442905,0.0006206382,0.0009825939,0.0003360536,0.0004525658,0.003185367],"category_scores_gemma":[0.01467261,0.0001757335,0.000612768,0.0003836449,0.0005191274,0.0008096205,0.001358395,0.001230974,0.000200333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006401964,"about_ca_system_score_gemma":0.001168809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004464538,"about_ca_topic_score_gemma":0.004748664,"domain_scores_codex":[0.9991102,0.0004347459,0.00006759775,0.00007811933,0.000162486,0.0001468307],"domain_scores_gemma":[0.9950904,0.002416024,0.001249656,0.0003618323,0.0003534031,0.000528712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005967287,0.00008168714,0.9960606,0.000005388354,0.00001583414,0.00001407655,0.0008280401,0.00007961525,0.0000502818,0.0001008262,0.00004025392,0.002663686],"study_design_scores_gemma":[0.00001273284,0.0002265512,0.9922504,0.00003245135,0.00002534127,0.000122764,0.00339152,0.003268545,0.00009429397,0.0003874113,0.000180465,0.000007524122],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994146,0.00002558336,0.0001103079,0.00009898587,0.000002372711,0.00001040941,0.00002435916,9.168771e-7,0.0003125204],"genre_scores_gemma":[0.9997991,0.00001472424,0.00008474314,0.00000668834,0.000002317413,0.000006876955,0.00003064034,4.567283e-7,0.00005459919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004464538,"threshold_uncertainty_score":0.01606488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03647639659393322,"score_gpt":0.390498406706673,"score_spread":0.3540220101127398,"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."}}