{"id":"W4413085370","doi":"10.2196/77441","title":"Medicaid Education and Eligibility Planning for Caregivers: Website Usability and Validation Study","year":2025,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Aging","keywords":"Preprint; Usability; Medicaid; Internet privacy; Medical education; Psychology; Computer science; World Wide Web; Medicine; Political science; Health care; Operating system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02160072,0.0008058993,0.0008519787,0.001455129,0.001158269,0.001315765,0.0006852202,0.0007881111,0.001249505],"category_scores_gemma":[0.04100975,0.0004306287,0.001229665,0.0005712392,0.0008331524,0.001333155,0.001261775,0.0009652702,0.0003327441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00115292,"about_ca_system_score_gemma":0.001711693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001967573,"about_ca_topic_score_gemma":0.003717339,"domain_scores_codex":[0.9950476,0.002934523,0.0005161947,0.0003833852,0.0007727529,0.0003455296],"domain_scores_gemma":[0.9546202,0.03138824,0.001964143,0.002083687,0.008431429,0.001512239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004140788,0.08306143,0.5050521,0.003667907,0.0006899754,0.001815125,0.1314564,0.001776499,0.01286882,0.0006575562,0.006305373,0.2485082],"study_design_scores_gemma":[0.002885897,0.06790983,0.8025286,0.001758876,0.001469364,0.002117003,0.06431936,0.01844183,0.01732748,0.0007227621,0.02012565,0.0003932918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997515,0.00004930038,0.0007493522,0.00004125153,0.00001113115,0.001072375,0.00005165404,0.0000326692,0.0004772641],"genre_scores_gemma":[0.9876139,0.0001971859,0.007877932,0.0001841473,0.00002338841,0.00283623,0.0003120365,0.00003356922,0.0009214848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02160072,"threshold_uncertainty_score":0.1142368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04132515473477467,"score_gpt":0.4779712891623368,"score_spread":0.4366461344275621,"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."}}