{"id":"W4200257405","doi":"10.1093/fampra/cmab168","title":"Risk factors for incidence of dementia in primary care practice: a retrospective cohort study in older adults","year":2021,"lang":"en","type":"article","venue":"Family Practice","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Canadian Institutes of Health Research; Alberta Innovates","keywords":"Medicine; Dementia; Retrospective cohort study; Incidence (geometry); Medical record; Hazard ratio; Cohort; Diabetes mellitus; Cohort study; Proportional hazards model; Disease; Pediatrics; Gerontology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00123913,0.0003371319,0.0005453699,0.001466426,0.001483846,0.001295553,0.0007694865,0.0005492234,0.001094492],"category_scores_gemma":[0.003417701,0.0005882431,0.0006326673,0.00350713,0.0004509909,0.0006187797,0.0006707835,0.0008701485,0.0001537567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003283925,"about_ca_system_score_gemma":0.004424965,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5560659,"about_ca_topic_score_gemma":0.6351531,"domain_scores_codex":[0.9986002,0.000156824,0.0001452994,0.00029496,0.0004915098,0.0003111883],"domain_scores_gemma":[0.9971795,0.0002330749,0.001127034,0.0002014071,0.0006821812,0.0005767592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001939634,0.00001880992,0.9993464,0.00001358371,0.00003143371,0.00004382018,0.0001317327,0.000006384331,0.00002103768,0.000006375722,0.0001034617,0.0002575934],"study_design_scores_gemma":[0.000004332258,0.00003450865,0.9994594,0.0000133785,0.00001968985,0.00008295707,0.0002347501,0.00003911718,0.000006310087,0.000004651373,0.00009862432,0.000002176609],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964833,0.0006649306,0.00008974513,0.0001334985,0.00001270205,0.00009873923,0.001896116,0.000006295018,0.0006145994],"genre_scores_gemma":[0.9983859,0.0003384234,0.0001364285,0.00009003455,0.00001096848,0.00003550246,0.0008969714,0.000001507118,0.0001042791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5560659,"threshold_uncertainty_score":0.8930971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01489951950798725,"score_gpt":0.3443779706815135,"score_spread":0.3294784511735263,"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."}}