{"id":"W4384925074","doi":"10.1136/bmjopen-2022-065469","title":"PerIoperative iNflammatory reSponse assessment In hiGH-risk patienTs undergoing non-cardiac surgery (INSIGHT): study protocol of a prospective non-interventional observational study","year":2023,"lang":"en","type":"article","venue":"BMJ Open","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Karl-Franzens-Universität Graz; Medizinische Universität Graz; Medizinische Universität Wien; Universität Wien; Cleveland Clinic","keywords":"Medicine; Perioperative; Procalcitonin; Cardiac surgery; Myocardial infarction; Internal medicine; Copeptin; Atrial fibrillation; Prospective cohort study; Acute kidney injury; Surgery; Cardiology; Sepsis","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":[0.01211613,0.002546215,0.003542664,0.001481992,0.001556759,0.00149975,0.001609899,0.002791807,0.009427406],"category_scores_gemma":[0.008565322,0.001647686,0.002323281,0.002044558,0.001219909,0.0012287,0.001528203,0.001553086,0.002715062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002027204,"about_ca_system_score_gemma":0.009002199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002224235,"about_ca_topic_score_gemma":0.002706126,"domain_scores_codex":[0.992798,0.003789923,0.001360407,0.000922479,0.0005360809,0.0005930345],"domain_scores_gemma":[0.9944028,0.0009101043,0.001439611,0.0008331711,0.001578658,0.0008357112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.5261448,0.06651513,0.2482738,0.02446704,0.005269813,0.002122176,0.0034944,0.005840728,0.008491541,0.004009368,0.02195881,0.08341247],"study_design_scores_gemma":[0.3048738,0.164487,0.4507914,0.005641005,0.003004007,0.001072851,0.001939499,0.004293575,0.002181825,0.002739373,0.05848822,0.0004873762],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0825376,0.001267084,0.006874078,0.0003028801,0.0002203378,0.8985043,0.00844712,0.00007713207,0.001769398],"genre_scores_gemma":[0.03749614,0.0003598003,0.005510454,0.0003252134,0.00009397093,0.9534124,0.002344388,0.000007636457,0.0004499455],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.01211613,"threshold_uncertainty_score":0.06407702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08520793845301924,"score_gpt":0.4295150493638167,"score_spread":0.3443071109107975,"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."}}