{"id":"W4312086296","doi":"10.1002/alz.067873","title":"The Deep Dementia Phenotyping (DEMON) Network: A global platform for innovation using data science and artificial intelligence","year":2022,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"UK Dementia Research Institute; University of Exeter; Alzheimer's Society","keywords":"Dementia; Artificial intelligence; Population; Precision medicine; Medicine; Data science; Computer science; Pathology; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.01713745,0.0008429314,0.0006758323,0.003760998,0.0006666814,0.002550782,0.002253063,0.001548405,0.01330927],"category_scores_gemma":[0.01876788,0.0003971957,0.0006938087,0.002550337,0.001125942,0.004366875,0.01043452,0.002205588,0.00388611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001702292,"about_ca_system_score_gemma":0.003898858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002535649,"about_ca_topic_score_gemma":0.003461533,"domain_scores_codex":[0.9960019,0.002236066,0.0001995065,0.0005226356,0.0007250694,0.0003148415],"domain_scores_gemma":[0.9812427,0.007290195,0.00112838,0.002906265,0.00257772,0.004854863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007458012,0.0001563413,0.01184166,0.0007135944,0.0002117635,0.0003297663,0.0005324988,0.008375885,0.001567303,0.05086616,0.5581502,0.3665091],"study_design_scores_gemma":[0.0003164332,0.0002510551,0.01211461,0.001149904,0.0001015985,0.0003267762,0.0005208632,0.04067884,0.001933982,0.1084091,0.8340933,0.0001034321],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.05703538,0.02265146,0.460656,0.2203592,0.005368598,0.002055072,0.08871922,0.03843538,0.1047197],"genre_scores_gemma":[0.2502849,0.01692704,0.5163797,0.02513097,0.004347167,0.004834662,0.1462359,0.005025913,0.03083382],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01713745,"threshold_uncertainty_score":0.09063262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3323629633579671,"score_gpt":0.4392457140878701,"score_spread":0.1068827507299031,"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."}}