{"id":"W4406196153","doi":"10.1002/alz.086147","title":"How can we facilitate adoption and scale for early detection of Alzheimer’s disease? Insights from implementing a community‐based screening program using cognitive assessments and RetiSpec screening in Ontario, Canada","year":2024,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alzheimer Society of Canada","funders":"","keywords":"Scale (ratio); Cognition; Disease; Gerontology; Medicine; Psychology; Psychiatry; Geography; Cartography; Pathology","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":[0.0166054,0.0005707597,0.0005893706,0.001394154,0.01168468,0.005006235,0.004628272,0.001527758,0.002527452],"category_scores_gemma":[0.03326609,0.0006213872,0.000795858,0.002236729,0.003477224,0.002544384,0.004228824,0.002262413,0.0003754809],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1674611,"about_ca_system_score_gemma":0.4698209,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9951677,"about_ca_topic_score_gemma":0.9976164,"domain_scores_codex":[0.9776558,0.006422332,0.0008702559,0.001199811,0.005811945,0.008039978],"domain_scores_gemma":[0.9413021,0.006058747,0.002744239,0.00188999,0.02979616,0.01820866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007163237,0.002595692,0.6175324,0.0009814532,0.0002131331,0.0009452803,0.04511797,0.001251585,0.002170758,0.004567088,0.04653008,0.2773783],"study_design_scores_gemma":[0.0004514697,0.001424036,0.8509126,0.001244139,0.0002476621,0.0001687642,0.07318529,0.003325795,0.001023405,0.001342813,0.06643676,0.0002373612],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8260304,0.00481313,0.004167585,0.1187515,0.0005439885,0.004407053,0.001631005,0.0003077326,0.03934768],"genre_scores_gemma":[0.9704864,0.002267375,0.01055478,0.009664068,0.000105969,0.000996378,0.0005583498,0.00006415036,0.005302426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1674611,"threshold_uncertainty_score":0.9656271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08167608169569385,"score_gpt":0.3392048633082392,"score_spread":0.2575287816125453,"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."}}