{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005200378,0.0001414438,0.0001268754,0.0001087765,0.0003893866,0.0005311538,0.00011706,0.00003000834,0.0000764347],"category_scores_gemma":[0.00008464335,0.0001009575,0.0001194113,0.0002030708,0.00004486107,0.0003911282,0.00009228809,0.0001653031,0.00002000264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000257101,"about_ca_system_score_gemma":0.0002021481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007394188,"about_ca_topic_score_gemma":0.00001319776,"domain_scores_codex":[0.9983112,0.00003072703,0.0001917954,0.0003528493,0.0007598831,0.0003535278],"domain_scores_gemma":[0.9990599,0.0002271718,0.00003474398,0.0002238398,0.0003793701,0.00007494683],"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":[0.0005120104,0.0002797263,0.1669151,0.0009098519,0.0008887046,0.0001282896,0.01994938,0.00001122015,0.0002058889,0.0001047064,0.006059541,0.8040356],"study_design_scores_gemma":[0.006453495,0.004346281,0.6302986,0.002134012,0.001736824,0.0000433452,0.2794593,0.01889788,0.0006896958,0.0003266674,0.05507335,0.0005405999],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9695459,0.008231397,0.002010565,0.0007124587,0.0004729149,0.005553831,0.00002499329,0.000172602,0.01327536],"genre_scores_gemma":[0.9969956,0.00001509532,0.00004227498,0.00002594927,0.0002070617,0.00120749,0.00008169067,0.00002832032,0.001396495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.803495,"threshold_uncertainty_score":0.5121928,"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."}}