{"id":"W4390192883","doi":"10.1002/alz.071622","title":"Resource utilization for pre‐screening study patients with cognitive disorders.","year":2023,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Q & T Research","funders":"","keywords":"Randomized controlled trial; Medicine; Randomization; Cognition; Limited resources; Family medicine; Psychiatry; Internal medicine; Risk analysis (engineering)","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01080947,0.0003156231,0.0005403772,0.001385872,0.000550022,0.001111865,0.0006060777,0.0004757999,0.00530107],"category_scores_gemma":[0.03442633,0.0002435965,0.0008487328,0.0011607,0.0003054951,0.0007098328,0.001370849,0.0006227514,0.0007339679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001207216,"about_ca_system_score_gemma":0.002221218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001777931,"about_ca_topic_score_gemma":0.002365093,"domain_scores_codex":[0.9784081,0.0168729,0.001691769,0.0006176078,0.001673773,0.0007359189],"domain_scores_gemma":[0.9736589,0.01660411,0.006229333,0.0009853356,0.000915585,0.001606804],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01585333,0.002911358,0.6731548,0.002339048,0.0006505325,0.0006247697,0.002334266,0.001366793,0.002024053,0.0007479,0.008755299,0.2892378],"study_design_scores_gemma":[0.001717438,0.01402546,0.9648662,0.0006806258,0.0004426946,0.0007991247,0.002482987,0.003306078,0.002698083,0.000674919,0.008217551,0.00008883135],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796879,0.003581309,0.002054113,0.001564634,0.00009476153,0.003484766,0.003138005,0.0001083266,0.006286185],"genre_scores_gemma":[0.9923742,0.0006424822,0.002199147,0.0003398095,0.00006543385,0.00290339,0.0008462142,0.00001630297,0.0006129126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9891905,"threshold_uncertainty_score":0.05716658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4325354670724846,"score_gpt":0.5340183757120643,"score_spread":0.1014829086395798,"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."}}