{"id":"W4392738495","doi":"10.2196/55132","title":"The Olera.care Digital Caregiving Assistance Platform for Dementia Caregivers: Preliminary Evaluation Study","year":2024,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Aging; Small Business Innovation Research","keywords":"Dementia; Psychology; Nursing; Gerontology; Medicine","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":[0.01122363,0.0007757246,0.0006543713,0.0008038671,0.0007442991,0.001029312,0.0007008644,0.000607739,0.001836005],"category_scores_gemma":[0.01443371,0.0002741892,0.0007858558,0.000470692,0.0004706476,0.0008762584,0.001317247,0.0005981404,0.0004604707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001083794,"about_ca_system_score_gemma":0.002642317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003351056,"about_ca_topic_score_gemma":0.007158257,"domain_scores_codex":[0.9965823,0.002124592,0.0002892876,0.0001429413,0.0005521995,0.0003086701],"domain_scores_gemma":[0.9936692,0.002421777,0.0005551951,0.000307639,0.001940639,0.001105517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02179973,0.1108695,0.1815122,0.006280156,0.0007282409,0.001564225,0.02534659,0.002475022,0.01102899,0.0006854885,0.01295588,0.6247541],"study_design_scores_gemma":[0.01278202,0.2611231,0.633679,0.002605562,0.001386228,0.001782816,0.03150482,0.01062403,0.008668987,0.00049648,0.03506985,0.0002771353],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931182,0.0002475327,0.0005342617,0.0001381785,0.00001833335,0.003961657,0.000443391,0.00005276352,0.001485696],"genre_scores_gemma":[0.9780619,0.0009532867,0.008692157,0.000225544,0.00002922732,0.009404183,0.001272026,0.00002157082,0.001340146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01122363,"threshold_uncertainty_score":0.05935693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03013940167612737,"score_gpt":0.3682517938507427,"score_spread":0.3381123921746154,"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."}}