{"id":"W2040734225","doi":"10.1111/jgs.12768","title":"<scp>NICE</scp> to <scp>HELP</scp> : Operationalizing National Institute for Health and Clinical Excellence Guidelines to Improve Clinical Practice","year":2014,"lang":"en","type":"review","venue":"Journal of the American Geriatrics Society","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Aging; Inova Health System; Society of Hospital Medicine; McMaster University; Hamilton Health Sciences; Retirement Research Foundation","keywords":"Nice; Medicine; Excellence; Guideline; Delirium; Protocol (science); Systematic review; Nursing; MEDLINE; Alternative medicine; Intensive care medicine; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01058131,0.0006199834,0.003601769,0.0002517132,0.0003978192,0.0001410525,0.0007536185,0.0003486726,0.000001185285],"category_scores_gemma":[0.3617775,0.0004364089,0.003202036,0.001253543,0.000566066,0.0002558291,0.0004550858,0.001896724,0.00001766591],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006683204,"about_ca_system_score_gemma":0.008982076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003839199,"about_ca_topic_score_gemma":0.000006807147,"domain_scores_codex":[0.9918038,0.001007635,0.004327182,0.0007754001,0.001467532,0.0006184044],"domain_scores_gemma":[0.9325594,0.02044429,0.00929912,0.0007037668,0.03553608,0.001457358],"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":[0.00004733718,0.0002262187,0.0001730746,0.001538395,0.00130376,0.000006175464,0.0004530018,0.00001609401,0.000002460566,0.00007294,0.7755042,0.2206564],"study_design_scores_gemma":[0.001110389,0.002524282,0.0001652451,0.002946348,0.001856856,0.0003927604,0.003815882,0.00008053938,4.810005e-7,0.00003283983,0.9869521,0.0001223054],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001083918,0.9100267,0.03342678,0.0425894,0.007022169,0.004897088,0.0004265248,0.00004414074,0.0004832339],"genre_scores_gemma":[0.000009599627,0.7403183,0.08955155,0.1642992,0.005080586,0.00004811115,0.00004636481,0.00009182966,0.0005544602],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3511962,"threshold_uncertainty_score":0.9998088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1124102214572234,"score_gpt":0.4935372342152428,"score_spread":0.3811270127580194,"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."}}