{"id":"W3213693569","doi":"10.21203/rs.3.rs-1014725/v1","title":"Processed Electroencephalogram-Based Monitoring to Guide Sedation in Critically Ill Patients: A Systematic Review and International Expert Panel-Based Consensus Recommendations","year":2021,"lang":"en","type":"review","venue":"Research Square","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute","funders":"","keywords":"Critically ill; Sedation; Intensive care medicine; Medicine; Pharmacology","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":[0.1275052,0.002450131,0.008566548,0.02036085,0.001692746,0.005533181,0.007468649,0.005447316,0.004732006],"category_scores_gemma":[0.2296498,0.001880686,0.01278092,0.009408509,0.002083981,0.006381666,0.005723483,0.004182871,0.000983701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01055542,"about_ca_system_score_gemma":0.04436051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01080256,"about_ca_topic_score_gemma":0.01762223,"domain_scores_codex":[0.9100773,0.04353698,0.02941767,0.003868924,0.01131166,0.00178744],"domain_scores_gemma":[0.8364663,0.09791109,0.02259753,0.002985864,0.03746598,0.002573258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002986499,0.00007764727,0.00191332,0.8086647,0.007199415,0.0002521613,0.002837827,0.0008445988,0.0004529736,0.002162283,0.01170406,0.1635924],"study_design_scores_gemma":[0.0003093988,0.0001258634,0.001779666,0.9502959,0.01553829,0.0002044472,0.00142208,0.0004720787,0.0002495767,0.001838638,0.02766978,0.00009430425],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005561902,0.9387906,0.01147719,0.02360043,0.002958092,0.01160667,0.001807146,0.0001239507,0.004074124],"genre_scores_gemma":[0.08240008,0.815631,0.06555782,0.01098097,0.000851212,0.02096668,0.002330268,0.00008410227,0.001197828],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1275052,"threshold_uncertainty_score":0.67432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1235585727781567,"score_gpt":0.4838464469312269,"score_spread":0.3602878741530703,"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."}}