{"id":"W4415294163","doi":"10.7759/cureus.94796","title":"Improving Sleep Quality on the First Postoperative Night in the Intensive Care Unit: A Quality Improvement Initiative","year":2025,"lang":"en","type":"article","venue":"Cureus","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Centre hospitalier universitaire de Québec; Université Laval","funders":"","keywords":"Quality management; Intensive care unit; Psychological intervention; Workload; Sleep (system call); Intensive care; Adverse effect; Patient safety","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":[0.01065418,0.0005428463,0.0007097485,0.0009264294,0.000693935,0.001226441,0.0009895873,0.0005311214,0.001412006],"category_scores_gemma":[0.01059622,0.0002154698,0.001080023,0.001288597,0.0005071674,0.0007323987,0.001800985,0.001289116,0.0001303335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001932419,"about_ca_system_score_gemma":0.006127007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006492091,"about_ca_topic_score_gemma":0.01051827,"domain_scores_codex":[0.9951391,0.002219659,0.00054318,0.000355855,0.001147564,0.0005945877],"domain_scores_gemma":[0.9881194,0.001432439,0.003784167,0.0004602257,0.00143447,0.004769234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002618298,0.009641979,0.4079764,0.002359282,0.0009259208,0.00006155109,0.001096668,0.001018401,0.00150374,0.0003212562,0.01580113,0.5566754],"study_design_scores_gemma":[0.001944271,0.00861316,0.9820295,0.000670963,0.0004590932,0.00006088836,0.00054517,0.0008296607,0.0005004776,0.0001393375,0.004181076,0.0000263687],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9437856,0.0136057,0.003916662,0.02202572,0.0005970627,0.004131572,0.003000946,0.0005929643,0.008343824],"genre_scores_gemma":[0.9643221,0.005156325,0.02125984,0.003707574,0.0004152771,0.002402118,0.001788212,0.00003651942,0.0009122292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01065418,"threshold_uncertainty_score":0.05634534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04684852269903287,"score_gpt":0.3534780474780122,"score_spread":0.3066295247789793,"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."}}