{"id":"W4200518925","doi":"10.1111/pan.14359","title":"Respiratory prehabilitation in pediatric anesthesia in children with muscular and neurologic disease","year":2021,"lang":"en","type":"review","venue":"Pediatric Anesthesia","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Children's Hospital; Université de Montréal; Children's Hospital of Western Ontario; London Health Sciences Centre; Centre Hospitalier Universitaire Sainte-Justine; Western University","funders":"","keywords":"Medicine; Exsufflation; Neuromuscular disease; Anesthesia; Mechanical ventilation; Continuous positive airway pressure; Insufflation; Intensive care medicine; Perioperative; Atelectasis; Hypoventilation; Cerebral palsy; Ventilation (architecture); Pneumonia; Physical therapy; Disease; Respiratory system; Lung; Internal medicine; Obstructive sleep apnea","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008457524,0.0007983581,0.002256877,0.001418522,0.00006026893,0.0000500619,0.0002369727,0.0005619899,0.00004917217],"category_scores_gemma":[0.0001994303,0.000624852,0.0003621256,0.002001073,0.00007625962,0.0001738544,0.00004713762,0.0008565148,0.0000369571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001281599,"about_ca_system_score_gemma":0.001677584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001413884,"about_ca_topic_score_gemma":0.000004549739,"domain_scores_codex":[0.9956707,0.0006899534,0.001100946,0.001308304,0.0005944864,0.0006355924],"domain_scores_gemma":[0.9979119,0.0002193748,0.000458109,0.0008190081,0.00009257988,0.0004990646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007176893,0.000384593,0.9229814,0.009549158,0.00002352412,0.009464282,0.00005992498,0.000003572567,4.092765e-8,0.000045396,0.00009174126,0.05732457],"study_design_scores_gemma":[0.001789045,0.001067223,0.8532624,0.0009240402,0.004211224,0.00299339,0.00002169748,0.000004148224,8.675836e-8,0.00002843301,0.1347205,0.0009778492],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.296187,0.7015486,0.000003314722,0.00008398965,0.00001526413,0.002090141,0.000002175818,0.00005780439,0.000011688],"genre_scores_gemma":[0.003019347,0.9946623,0.0002399115,0.0004818608,0.0006709238,0.0005385572,0.0001760742,0.0001548835,0.0000561852],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2931677,"threshold_uncertainty_score":0.9996203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02316399812594825,"score_gpt":0.283955770927494,"score_spread":0.2607917728015457,"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."}}