{"id":"W4312103282","doi":"10.1093/geroni/igac059.1870","title":"HEALTH SURVEILLANCE OF PERSONS LIVING WITH DEMENTIA AND CAREGIVER DYADS","year":2022,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Calgary; University of Alberta; University of Ottawa","funders":"","keywords":"Dementia; Dyad; Gerontology; Ethnic group; Activities of daily living; Medical diagnosis; Medicine; Psychology; Psychiatry; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003628239,0.0002420682,0.0003259594,0.003209537,0.001693808,0.000789942,0.001144824,0.0003356839,0.001269195],"category_scores_gemma":[0.007089958,0.0001854244,0.0003919216,0.002987938,0.0002050939,0.0004753253,0.001720428,0.0005056852,0.0002525664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005540934,"about_ca_system_score_gemma":0.00875902,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6727405,"about_ca_topic_score_gemma":0.7106438,"domain_scores_codex":[0.9979247,0.0007778484,0.0002864113,0.0002919874,0.0004542748,0.0002647016],"domain_scores_gemma":[0.9957719,0.0004070841,0.0007183371,0.000308997,0.002207757,0.0005858621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001620432,0.0001888472,0.9414699,0.0003290844,0.0001264764,0.0002180062,0.00473252,0.0003171735,0.0003429712,0.0005429825,0.01517856,0.03639145],"study_design_scores_gemma":[0.00004437891,0.0001978803,0.9731027,0.0004301696,0.00008682632,0.0002098328,0.006728731,0.001787022,0.0005176906,0.0003913302,0.01647404,0.00002931166],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9361215,0.001942044,0.003345785,0.001703746,0.0001240837,0.001723867,0.04412207,0.0001118849,0.01080502],"genre_scores_gemma":[0.9534402,0.001958754,0.009305892,0.0007321442,0.00006466889,0.001932254,0.03021364,0.00001447808,0.002337945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6727405,"threshold_uncertainty_score":0.6583737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01863150946928031,"score_gpt":0.3154427837315921,"score_spread":0.2968112742623118,"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."}}