{"id":"W2524092951","doi":"10.1111/anae.13669","title":"Pre‐operative testing guidelines: a <scp>NICE</scp> try but not enough","year":2016,"lang":"en","type":"letter","venue":"Anaesthesia","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Nice; Intensive care medicine; Programming language","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":[0.02118585,0.001350417,0.002650689,0.003652254,0.001914067,0.007714489,0.006383389,0.02153892,0.02909323],"category_scores_gemma":[0.07961158,0.00119571,0.003186086,0.004325411,0.003898637,0.008445044,0.005394442,0.01737848,0.03304657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005741216,"about_ca_system_score_gemma":0.02022205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01759286,"about_ca_topic_score_gemma":0.0278608,"domain_scores_codex":[0.9646416,0.01190341,0.006946932,0.001147913,0.01317095,0.002189185],"domain_scores_gemma":[0.9024377,0.02076823,0.008473919,0.00369784,0.0534485,0.01117385],"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":[0.00001750157,0.00003304911,0.0001562968,0.0007612765,0.000007586514,0.0001581616,0.0001547145,0.00005758438,0.00008731878,0.002218041,0.9705749,0.02577351],"study_design_scores_gemma":[0.00005933579,0.00006307317,0.001482184,0.01077196,0.00002061162,0.0007240322,0.0004037353,0.0001374102,0.00009452471,0.004602498,0.9815865,0.00005416303],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005440113,0.04474075,0.003695155,0.8812338,0.01754719,0.0005326808,0.001692562,0.0009662333,0.04904766],"genre_scores_gemma":[0.00879128,0.0737645,0.03451135,0.8120626,0.02060958,0.00183385,0.01183708,0.001456521,0.0351333],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02909323,"threshold_uncertainty_score":0.1120428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05433435115608699,"score_gpt":0.3142319245125105,"score_spread":0.2598975733564235,"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."}}