{"id":"W4407180302","doi":"10.1097/aia.0000000000000476","title":"Perioperative Biomarkers: Updates, Utility, and Future Directions","year":2025,"lang":"en","type":"article","venue":"International Anesthesiology Clinics","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Perioperative; Intensive care medicine; MEDLINE; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.01743392,0.001397192,0.003159916,0.003228534,0.0006792733,0.008635956,0.002135845,0.003966784,0.003706791],"category_scores_gemma":[0.03529262,0.0006381402,0.001379284,0.003625035,0.003561638,0.008543737,0.001800809,0.006144503,0.001346476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00250772,"about_ca_system_score_gemma":0.00566135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002566995,"about_ca_topic_score_gemma":0.005358343,"domain_scores_codex":[0.9952409,0.001381878,0.001047775,0.0007273221,0.001301413,0.0003007597],"domain_scores_gemma":[0.9377396,0.0397939,0.004439318,0.001513243,0.01449077,0.002023138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005763978,0.0002080725,0.01136081,0.005748774,0.0002746264,0.0002217232,0.0002597092,0.000627714,0.0007972539,0.01308865,0.06519743,0.9016389],"study_design_scores_gemma":[0.0002044374,0.0006833812,0.01380149,0.01687137,0.001123549,0.002157204,0.00157867,0.002196691,0.001375678,0.03334984,0.9264326,0.0002251764],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001450302,0.9551434,0.001463676,0.03698504,0.002766743,0.00001793181,0.0001872721,0.00007917585,0.001906495],"genre_scores_gemma":[0.02391687,0.9263873,0.007245439,0.02177543,0.01914715,0.00006484949,0.0003279976,0.00004311635,0.001091946],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01743392,"threshold_uncertainty_score":0.09220052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01411129473974248,"score_gpt":0.3272120535800118,"score_spread":0.3131007588402693,"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."}}