{"id":"W4225378711","doi":"10.2196/35847","title":"Delivering Personalized Recommendations to Support Caregivers of People Living With Dementia: Mixed Methods Study","year":2022,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; National Institute on Aging","keywords":"Dementia; Checklist; Family caregivers; Gerontology; Medicine; Health care; Nursing; Psychology; Family medicine; Disease","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":[0.03521183,0.001071265,0.001974846,0.002011972,0.002581085,0.002191581,0.001716178,0.001291684,0.003659992],"category_scores_gemma":[0.03286129,0.001362963,0.002974508,0.002327347,0.0007852154,0.002267995,0.001958516,0.001129485,0.0005499324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00262585,"about_ca_system_score_gemma":0.004912046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008174383,"about_ca_topic_score_gemma":0.02194062,"domain_scores_codex":[0.9753597,0.01730776,0.003038119,0.001481659,0.002023901,0.0007887547],"domain_scores_gemma":[0.9783735,0.01296218,0.003387823,0.001578878,0.003010846,0.000686735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.01151791,0.03975189,0.4692427,0.02742854,0.009299864,0.001852924,0.1367126,0.0006607982,0.002083397,0.002477739,0.005958856,0.2930129],"study_design_scores_gemma":[0.0168872,0.09577257,0.4913551,0.02848077,0.01332937,0.002975545,0.2899457,0.007338995,0.003940464,0.004538111,0.04450718,0.0009290254],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9599862,0.008982891,0.006533444,0.000627693,0.0001363106,0.02025753,0.00117039,0.00003262272,0.002273014],"genre_scores_gemma":[0.8868886,0.008387627,0.0329227,0.003198238,0.0001690097,0.06569045,0.0009720371,0.00003343239,0.001737901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03521183,"threshold_uncertainty_score":0.1862202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02836937022123801,"score_gpt":0.3912568367571655,"score_spread":0.3628874665359275,"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."}}