{"id":"W2971718550","doi":"10.1111/anae.14834","title":"A new <scp>VISION</scp> to improve cardiac risk stratification in non‐cardiac surgery","year":2019,"lang":"en","type":"letter","venue":"Anaesthesia","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Risk stratification; Stratification (seeds); Cardiac surgery; Cardiology; Intensive care medicine","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":[0.003918646,0.0009966143,0.001611966,0.002973452,0.0008212685,0.004394168,0.002021438,0.004231583,0.01474775],"category_scores_gemma":[0.02228414,0.0004947822,0.001474376,0.001561161,0.0008660235,0.001887235,0.001985543,0.005155933,0.005088457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001461923,"about_ca_system_score_gemma":0.002967117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003111902,"about_ca_topic_score_gemma":0.008640636,"domain_scores_codex":[0.9975457,0.0006405156,0.0003135052,0.0002054093,0.001133798,0.0001611723],"domain_scores_gemma":[0.9775498,0.008091822,0.001852865,0.0009025616,0.008806905,0.00279604],"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":[0.0001955383,0.0000448703,0.001625342,0.0005140245,0.0001067872,0.0000572179,0.00002175532,0.00007832702,0.0001503257,0.0003682857,0.9237916,0.0730459],"study_design_scores_gemma":[0.0007524359,0.0005249674,0.02124546,0.002133984,0.0004346819,0.0008683708,0.00009588719,0.001582074,0.0003779212,0.003489729,0.9684113,0.00008310383],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.006844245,0.08756873,0.006887368,0.4335358,0.4187323,0.001001188,0.01177517,0.001871917,0.03178332],"genre_scores_gemma":[0.02231514,0.03981381,0.01106512,0.2309614,0.6615305,0.0007054534,0.008390344,0.001098463,0.02411988],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.01474775,"threshold_uncertainty_score":0.04933608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01016021351414267,"score_gpt":0.2492669538736377,"score_spread":0.2391067403594951,"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."}}