{"id":"W4360600278","doi":"","title":"A Clinical Trial of a Novel Electroencephalography Device as a Predictor of Postoperative Delirium.","year":2023,"lang":"en","type":"article","venue":"PubMed","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Delirium; Neurocognitive; Perioperative; Medicine; Cognition; Electroencephalography; Postoperative cognitive dysfunction; Emergence delirium; Anesthesia; Intensive care medicine; Psychiatry","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":[0.002922469,0.001027053,0.001583283,0.0005226678,0.0004708625,0.0009717576,0.0007286755,0.002027731,0.00380259],"category_scores_gemma":[0.006190164,0.0003977034,0.001683057,0.000513352,0.0009396238,0.001406669,0.0005226092,0.002702354,0.0005858112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006025373,"about_ca_system_score_gemma":0.001705729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005179198,"about_ca_topic_score_gemma":0.001009111,"domain_scores_codex":[0.9985316,0.0007380181,0.0002086014,0.0002238255,0.0001912979,0.0001067407],"domain_scores_gemma":[0.9962648,0.001482666,0.0007603054,0.0003068216,0.0004201705,0.0007652303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9197474,0.01528045,0.008743142,0.001275543,0.001510516,0.0001213823,0.00007756993,0.0002570772,0.002348179,0.000224565,0.001204905,0.04920923],"study_design_scores_gemma":[0.5255645,0.4419191,0.02506295,0.0002438582,0.001588765,0.0001875843,0.00006808226,0.001570248,0.001134212,0.0004411901,0.002154764,0.00006480682],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9733465,0.01056535,0.001545755,0.002225789,0.002228555,0.005845213,0.001008505,0.00009556139,0.003138739],"genre_scores_gemma":[0.9788195,0.004074731,0.00395701,0.001701668,0.001345971,0.007536498,0.0007845448,0.00001358401,0.001766426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00380259,"threshold_uncertainty_score":0.01545572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06140543500101776,"score_gpt":0.3426777306775475,"score_spread":0.2812722956765297,"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."}}