{"id":"W7112714390","doi":"","title":"Association between Preoperative Cognitive Tests, Cerebral Oxygenation, and Pupillary Reflexes: A Pilot Study","year":2025,"lang":"en","type":"dissertation","venue":"Open Repository of the University of Porto (University of Porto)","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Montreal Cognitive Assessment; Cognitive impairment; Cognition; Pupil","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":[0.001247889,0.0004266343,0.0005849949,0.0007169344,0.0003917825,0.0005423969,0.0002692121,0.0004157012,0.003144454],"category_scores_gemma":[0.003624388,0.0002258483,0.0006165683,0.000466918,0.0004154654,0.0006010523,0.0006503416,0.0005960129,0.0003538502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002580049,"about_ca_system_score_gemma":0.001118621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001309483,"about_ca_topic_score_gemma":0.001761839,"domain_scores_codex":[0.9993845,0.0001573359,0.00008388,0.0001110238,0.0001397713,0.0001235157],"domain_scores_gemma":[0.9975648,0.0008944999,0.0004681923,0.000252435,0.0003900955,0.0004301027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004875105,0.003789579,0.967314,0.000156671,0.0001766014,0.0007342598,0.0006779473,0.0001383358,0.003651947,0.00006341367,0.0002509591,0.01817123],"study_design_scores_gemma":[0.0002398368,0.03148058,0.9626987,0.00005210693,0.0001697481,0.001060701,0.0009794557,0.0004622491,0.001917903,0.0001160223,0.0007931999,0.00002942315],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990613,0.0001884011,0.000222267,0.0000291304,0.000009804717,0.00007630523,0.0001056137,0.000003288168,0.0003039281],"genre_scores_gemma":[0.998868,0.0001351278,0.0003496527,0.00004288013,0.0000234744,0.0001091694,0.0001359472,0.000001979266,0.0003338405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003144454,"threshold_uncertainty_score":0.01051921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01861681358812015,"score_gpt":0.2596698081841777,"score_spread":0.2410529945960576,"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."}}