{"id":"W6992681573","doi":"","title":"Machine Learning for Predicting Neurosurgical Postoperative Cognitive Decline","year":2025,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognition; Cognitive decline; Montreal Cognitive Assessment; Workflow; Test (biology); Postoperative cognitive dysfunction; Cognitive Assessment System; Patient care","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":[0.00357152,0.0009451431,0.0006053489,0.002888596,0.0003349766,0.0009822077,0.0006415002,0.0008370684,0.00155798],"category_scores_gemma":[0.01331159,0.0001690843,0.0006808842,0.001155655,0.0002754141,0.000547099,0.0005395287,0.001100645,0.0004862204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008405076,"about_ca_system_score_gemma":0.001009238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00637805,"about_ca_topic_score_gemma":0.004564755,"domain_scores_codex":[0.9988832,0.0005434451,0.0001075794,0.0001719109,0.0002008922,0.000093104],"domain_scores_gemma":[0.9908415,0.007224997,0.0006787386,0.0002626902,0.0007868657,0.0002051992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005983301,0.001080351,0.2880369,0.0002578617,0.000708113,0.0001707113,0.0001166851,0.3588147,0.0008915871,0.001002324,0.008417502,0.339905],"study_design_scores_gemma":[0.00002871462,0.0001916395,0.01744452,0.0000724764,0.00005586854,0.00007448147,0.00003754594,0.9780132,0.0005870928,0.002719509,0.0007549489,0.00001999925],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7425136,0.004924376,0.2295123,0.004497957,0.0004392229,0.0007367475,0.006138694,0.002300316,0.008936901],"genre_scores_gemma":[0.9637061,0.0004379195,0.03242569,0.0002900658,0.0001140289,0.0002139433,0.001962656,0.00001928695,0.0008302251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00637805,"threshold_uncertainty_score":0.01888824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01808297457960688,"score_gpt":0.2706967402494949,"score_spread":0.252613765669888,"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."}}