{"id":"W3017663683","doi":"10.1007/s10654-020-00633-4","title":"The Dementias Platform UK (DPUK) Data Portal","year":2020,"lang":"en","type":"article","venue":"European Journal of Epidemiology","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Economic and Social Research Council; Medical Research Council; Dementias Platform UK; Rosetrees Trust; Parkinson's UK; Engineering and Physical Sciences Research Council; National Institute for Health and Care Research; UK Research and Innovation; Wellcome Trust","keywords":"Medicine; Epidemiology; Public health; Internal medicine; Pathology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01362611,0.0001564627,0.0003157821,0.00001796117,0.0002595694,0.00001353181,0.001386112,0.00002888861,0.002109844],"category_scores_gemma":[0.006501967,0.0001029472,0.00008785632,0.000104838,0.0004202603,0.000273401,0.00100398,0.0006178308,0.00139393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005064797,"about_ca_system_score_gemma":0.00002135603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001278967,"about_ca_topic_score_gemma":0.00001265552,"domain_scores_codex":[0.9957084,0.00191158,0.001217659,0.0004130031,0.0002296493,0.0005197298],"domain_scores_gemma":[0.9967412,0.001330034,0.0009411573,0.0005611963,0.000009467641,0.0004169946],"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":[0.0002454218,0.00008238666,0.3122374,0.00001343119,0.0002384552,0.001549975,0.001037972,0.002599944,0.001846315,0.0006969977,0.3582109,0.3212408],"study_design_scores_gemma":[0.0006070208,0.0004186166,0.2447498,0.00001709156,0.0000504895,0.0002752998,0.0002855187,0.001743932,0.00003721677,0.0004942911,0.7511464,0.0001742826],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6426695,0.003393288,0.09309351,0.09540402,0.00147889,0.0006350387,0.00006188314,0.0000600926,0.1632038],"genre_scores_gemma":[0.9773577,0.001021702,0.004850788,0.01610965,0.0005300058,4.738028e-7,0.0000130411,0.00003049321,0.00008612539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3929355,"threshold_uncertainty_score":0.9993836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1692215906361073,"score_gpt":0.3299777129001071,"score_spread":0.1607561222639997,"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."}}