{"id":"W4200002281","doi":"10.3389/fped.2021.788997","title":"The LiberAction Project: Implementation of a Pediatric Liberation Bundle to Screen Delirium, Reduce Benzodiazepine Sedation, and Provide Early Mobilization in a Human Resource-Limited Pediatric Intensive Care Unit","year":2021,"lang":"en","type":"article","venue":"Frontiers in Pediatrics","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"McMaster University","keywords":"Medicine; Delirium; Sedation; Psychological intervention; Observational study; Pediatric intensive care unit; Intensive care medicine; Emergency medicine; Anesthesia; Psychiatry; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01182427,0.0007606224,0.0006157359,0.0006943197,0.001072812,0.001371542,0.001244115,0.0007499341,0.002317664],"category_scores_gemma":[0.01378833,0.0004900404,0.001076777,0.0006618204,0.0009696896,0.001591314,0.003795777,0.001997313,0.0003267038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004893946,"about_ca_system_score_gemma":0.02612902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009159222,"about_ca_topic_score_gemma":0.008524419,"domain_scores_codex":[0.9939247,0.003348293,0.0006157652,0.0003619103,0.0007657869,0.0009836147],"domain_scores_gemma":[0.9858567,0.001429653,0.003750481,0.0008671356,0.001586437,0.006509567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03597442,0.07395099,0.4627152,0.0045509,0.001164821,0.001427042,0.006999618,0.004401288,0.001998626,0.00157149,0.02298542,0.3822603],"study_design_scores_gemma":[0.02645837,0.149916,0.7911226,0.001833288,0.0005672238,0.0006929153,0.006827376,0.00380243,0.001631963,0.0003716085,0.01660921,0.0001670719],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759832,0.0007258242,0.002210668,0.001856132,0.0002903478,0.01558332,0.001647986,0.0001278322,0.0015746],"genre_scores_gemma":[0.9224507,0.00210473,0.03482712,0.00219082,0.0003860083,0.03239929,0.004089202,0.00004737413,0.001504822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01182427,"threshold_uncertainty_score":0.06253344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01967156689303128,"score_gpt":0.3125375006522,"score_spread":0.2928659337591688,"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."}}