{"id":"W4410701191","doi":"10.1080/13607863.2025.2502782","title":"Development and validation of the Perceived Care Stigma Scale (PerCSS): measuring cognitive, emotional and behavioral reactions to (unpaid) caregivers of older family members and friends","year":2025,"lang":"en","type":"article","venue":"Aging & Mental Health","topic":"Family Caregiving in Mental Illness","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"Akademie der Wissenschaften in Hamburg","keywords":"Psychology; Family caregivers; Stigma (botany); Scale (ratio); Cognition; Clinical psychology; Gerontology; Psychiatry; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002248581,0.0001383175,0.000203376,0.0001527854,0.0003986674,0.00001563654,0.00007568464,0.00005158907,0.00001647678],"category_scores_gemma":[0.000006329994,0.0001321954,0.00002733377,0.0002004575,0.0001950536,0.00008298088,0.0001336938,0.0001232696,5.028451e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002625851,"about_ca_system_score_gemma":0.0001070565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002596552,"about_ca_topic_score_gemma":0.0003400645,"domain_scores_codex":[0.9988131,0.0001387195,0.000287082,0.0003249358,0.0002331601,0.0002029846],"domain_scores_gemma":[0.9995186,0.00005785804,0.0001124367,0.000133038,0.00008231386,0.00009578348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009706939,0.0002176255,0.5000858,0.0007808715,0.0001212746,0.000001698463,0.4415664,0.00001387328,0.005815035,0.0001922561,0.0004714203,0.05063664],"study_design_scores_gemma":[0.0008239073,0.00005706317,0.7974275,0.00097123,0.00003276096,0.000006970555,0.1981957,0.000004741605,0.002184139,0.000004383499,0.0001949624,0.00009661564],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971074,0.0004817414,0.00006566461,0.0002780208,0.0005125198,0.0004910605,0.0000874642,0.00001984107,0.0009562782],"genre_scores_gemma":[0.9986069,0.00002347648,0.0008934982,0.0002115195,0.000008029227,0.00003930214,0.00004039273,0.00001281729,0.0001640433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2973416,"threshold_uncertainty_score":0.539077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0317576066589395,"score_gpt":0.3368318977729592,"score_spread":0.3050742911140197,"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."}}