{"id":"W3174431428","doi":"10.3389/fneur.2021.637250","title":"The Fundamental Need for Sleep in Neurocritical Care Units: Time for a Paradigm Shift","year":2021,"lang":"en","type":"article","venue":"Frontiers in Neurology","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Neurointensive care; Paradigm shift; Intensive care medicine; Sleep deprivation; Medicine; Sleep (system call); Intensive care; Alertness; Psychological intervention; Wakefulness; Psychology; Psychiatry; Electroencephalography; Cognition","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":[0.01728653,0.0006112742,0.00105468,0.0005987581,0.003285983,0.006573815,0.002698705,0.006748802,0.004157967],"category_scores_gemma":[0.02082539,0.0002743372,0.0007510207,0.0004041005,0.01067383,0.009789158,0.006512236,0.01867365,0.002411551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003828984,"about_ca_system_score_gemma":0.01575902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001923951,"about_ca_topic_score_gemma":0.007021667,"domain_scores_codex":[0.9944881,0.002071257,0.00054674,0.0007286661,0.001549082,0.0006161971],"domain_scores_gemma":[0.9695426,0.01241058,0.002213987,0.001850276,0.004451373,0.009531121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001257091,0.001005642,0.007026795,0.004521673,0.0002149775,0.001720134,0.0106884,0.001192445,0.01072723,0.09367635,0.2931887,0.5747807],"study_design_scores_gemma":[0.0004172923,0.001964631,0.01367784,0.00664176,0.000122367,0.003317575,0.02151579,0.001156884,0.003012958,0.2421946,0.7056512,0.0003271263],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008410777,0.03179178,0.007859938,0.933629,0.01256676,0.00008149796,0.00005724837,0.0001665747,0.005436352],"genre_scores_gemma":[0.2281223,0.0612592,0.05724494,0.6019498,0.04295624,0.0009257302,0.0002208786,0.0004204022,0.006900512],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01728653,"threshold_uncertainty_score":0.09142095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02562233514748817,"score_gpt":0.2880064597857195,"score_spread":0.2623841246382314,"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."}}