{"id":"W4283822399","doi":"10.3233/aiad220041","title":"Clinical and Bacterial Markers of Periodontitis and Their Association with Incident All-Cause and Alzheimer’s Disease Dementia in a Large National Survey","year":2022,"lang":"en","type":"book-chapter","venue":"Advances in Alzheimer's disease","topic":"Oral microbiology and periodontitis research","field":"Dentistry","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Prevotella intermedia; Incidence (geometry); Fusobacterium nucleatum; Dementia; National Death Index; Internal medicine; Periodontitis; Periodontal pathogen; National Health and Nutrition Examination Survey; Clinical attachment loss; Epidemiology; Gingival recession; Porphyromonas gingivalis; Immunology; Disease; Dentistry; Population","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001606744,0.0004239295,0.000722506,0.0002817604,0.000140143,0.00008645102,0.0002242591,0.0002572663,0.00146276],"category_scores_gemma":[0.0003258298,0.0004067106,0.0001042295,0.00008350678,0.0005338784,0.0005392538,0.0005168198,0.0006539663,0.000006260274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000818476,"about_ca_system_score_gemma":0.0003639358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002010208,"about_ca_topic_score_gemma":0.01009234,"domain_scores_codex":[0.9968395,0.0006569659,0.0007988627,0.0008599167,0.0004350317,0.0004096879],"domain_scores_gemma":[0.9980646,0.000665987,0.0004819676,0.0002735177,0.0001472539,0.0003666456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004464162,0.0001723721,0.9896787,0.00006902456,0.001807337,0.0002592518,0.00004921319,0.000004400427,0.000005419427,0.001238239,0.0003629496,0.001888883],"study_design_scores_gemma":[0.00259082,0.0001684884,0.9638668,0.0001729591,0.0007408166,0.00001018553,0.00002685372,0.0000332144,0.000002089517,0.0008621883,0.03107422,0.0004513982],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7796842,0.2004208,0.000003515433,0.0001489908,0.0007485562,0.001291289,0.01571007,0.00002886543,0.001963712],"genre_scores_gemma":[0.9692211,0.0272769,0.00006092187,0.0001070622,0.0001063353,0.00008993585,0.002375034,0.00006503492,0.0006976788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1895369,"threshold_uncertainty_score":0.9998385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04555389487041959,"score_gpt":0.3437292133106685,"score_spread":0.2981753184402489,"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."}}