{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004061018,0.0002634592,0.0003812881,0.001581498,0.0001888116,0.00006712509,0.0001016464,0.0001919116,0.000006807031],"category_scores_gemma":[0.00612242,0.000264333,0.00007536955,0.003662644,0.00005362396,0.0003124932,0.0001008489,0.0004159571,0.000001619508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003349784,"about_ca_system_score_gemma":0.00073913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006191105,"about_ca_topic_score_gemma":0.001191348,"domain_scores_codex":[0.9974089,0.00029776,0.0008623186,0.0005430902,0.0004749558,0.0004130238],"domain_scores_gemma":[0.9843125,0.0002106913,0.000371862,0.0003023475,0.01469028,0.0001122903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003329706,0.0001005477,0.9654688,0.0002764994,0.00002370059,0.00002037097,0.01237331,0.0001135439,0.0003677737,0.0000375972,0.01650287,0.004381994],"study_design_scores_gemma":[0.004667366,0.001148497,0.6558383,0.00006616605,0.0006713163,0.00001738243,0.3330208,0.0003006221,0.002346228,0.0001288703,0.001316939,0.0004774855],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907774,0.002173004,0.002742673,0.001353115,0.0003442101,0.002342255,0.00007452008,0.0000401672,0.0001526457],"genre_scores_gemma":[0.9885532,0.002072272,0.003855088,0.002322673,0.0006814995,0.0002573104,0.001993553,0.0000796587,0.0001847359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3206475,"threshold_uncertainty_score":0.9999809,"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."}}