{"id":"W4390192275","doi":"10.1002/alz.078185","title":"Using real‐world general practitioner data to study the diagnosis and management of dementia: rationale and design","year":2023,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dementia; Medicine; Cohort; Medical diagnosis; Medical prescription; Cohort study; Population; Diagnosis code; Medical record; Disease; Internal medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1030439,0.002078368,0.001886951,0.005762743,0.002561426,0.002922146,0.003789469,0.003310504,0.004305765],"category_scores_gemma":[0.1522161,0.002656523,0.00360436,0.007601674,0.003844525,0.002949046,0.004627016,0.001881287,0.001494008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00268875,"about_ca_system_score_gemma":0.007716055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004962542,"about_ca_topic_score_gemma":0.005525362,"domain_scores_codex":[0.8812636,0.0916753,0.01155569,0.006344123,0.007570711,0.001590581],"domain_scores_gemma":[0.9116524,0.0448006,0.01163264,0.01410754,0.01547594,0.002330795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01934662,0.009442091,0.8290433,0.01483581,0.005691592,0.002671795,0.006963516,0.007208747,0.001624491,0.02060931,0.01539279,0.06717],"study_design_scores_gemma":[0.03875434,0.05178053,0.5714864,0.01507758,0.01120342,0.004271443,0.01552289,0.0585133,0.006017126,0.04272653,0.1831325,0.001514008],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.2535489,0.004626669,0.09848634,0.00374636,0.001087838,0.6095319,0.02434835,0.0001747872,0.004448834],"genre_scores_gemma":[0.2398084,0.0009411172,0.08497274,0.002500446,0.0003163989,0.6641259,0.006590666,0.00003196621,0.0007124395],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1030439,"threshold_uncertainty_score":0.544955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2745534045534685,"score_gpt":0.4006217814599318,"score_spread":0.1260683769064633,"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."}}