{"id":"W4414868541","doi":"10.2196/71638","title":"The Caregiver Support Model for Informal Caregivers of Frail Older Adults: Randomized Controlled Trial","year":2025,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Intergenerational Family Dynamics and Caregiving","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University Grants Committee; City University of Hong Kong; Lee Foundation","keywords":"Randomized controlled trial; Psychological intervention; Intervention (counseling); Family caregivers; Aging in place; Social support","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":[0.00150546,0.0001059418,0.0004732915,0.00008821236,0.0006710907,0.0001019055,0.0002636687,0.00008144958,0.00002336815],"category_scores_gemma":[0.0004521668,0.00007344786,0.0004972203,0.0001216492,0.000225065,0.0001593028,0.0000425196,0.00008516542,7.040227e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000078909,"about_ca_system_score_gemma":0.0005762223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003022525,"about_ca_topic_score_gemma":0.0008424678,"domain_scores_codex":[0.9986967,0.0001231105,0.0004463323,0.0001402173,0.0003308633,0.0002627827],"domain_scores_gemma":[0.9982564,0.0009293056,0.0002066032,0.0001268191,0.0004444315,0.00003641203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.6038102,0.00004142187,0.000046295,0.00004910948,0.0003224285,6.261097e-7,0.09177122,0.002617831,0.00001461978,0.2890871,0.008857122,0.003382038],"study_design_scores_gemma":[0.763306,0.0000184073,0.000007542103,0.00009045363,0.00007357711,4.506785e-8,0.02151705,0.2106534,0.000006594943,0.0008828802,0.003333709,0.0001103084],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6486949,0.0009439075,0.09337941,0.006008053,0.007153888,0.02496565,0.00008658819,0.0001622673,0.2186053],"genre_scores_gemma":[0.9813634,0.00006258643,0.00009739862,0.000212346,0.0001711996,0.001191446,0.00001080785,0.000006526157,0.01688425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3326685,"threshold_uncertainty_score":0.5161555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006577700714638163,"score_gpt":0.2860566175619478,"score_spread":0.2794789168473097,"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."}}