{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007506622,0.00007920501,0.0001562784,0.00009908694,0.0005382749,0.00001967545,0.00004401723,0.00006489273,0.00001456428],"category_scores_gemma":[0.0002123424,0.00007458967,0.00001858223,0.0001392925,0.00003433277,0.0001123973,0.00005850142,0.0001455999,0.00000116352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001163526,"about_ca_system_score_gemma":0.0002250916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003826504,"about_ca_topic_score_gemma":0.00004732083,"domain_scores_codex":[0.9990691,0.0001695331,0.0002261479,0.0002838782,0.00008458483,0.0001667372],"domain_scores_gemma":[0.9990885,0.0004905679,0.00007650629,0.0001776873,0.0001154304,0.00005134427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005204036,0.0001144828,0.9231132,0.0005102779,0.00001506061,1.747396e-7,0.03923091,7.664907e-7,0.0000612424,0.00008005379,0.01069285,0.02612888],"study_design_scores_gemma":[0.0009829451,0.00007110736,0.8662089,0.0003008991,0.00006435618,3.688388e-7,0.1232216,0.00006674236,0.00002895847,0.001656997,0.007301734,0.00009541959],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939556,0.000408873,0.0004646538,0.001337451,0.0007607936,0.00164655,0.000004950505,0.00005758584,0.001363539],"genre_scores_gemma":[0.9986203,0.000007123455,0.0002094548,0.0001033601,0.0001308813,0.0002769071,0.00001860647,0.000005103359,0.0006283008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08399073,"threshold_uncertainty_score":0.414003,"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."}}