{"id":"W2574104435","doi":"10.1177/2329048x16689021","title":"The Effect of Noninvasive Positive Pressure Ventilation on Pneumonia Hospitalizations in Children With Neurological Disease","year":2017,"lang":"en","type":"article","venue":"Child Neurology Open","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa; Children's Hospital of Western Ontario; London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Pneumonia; Ventilation (architecture); Continuous positive airway pressure; Positive pressure; Mechanical ventilation; Positive pressure ventilation; Sleep apnea; Pediatrics; Anesthesia; Obstructive sleep apnea; Intensive care medicine; Internal medicine; Respiratory failure","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":[],"consensus_categories":[],"category_scores_codex":[0.0001793436,0.0001442866,0.0002666396,0.00004663666,0.0004077123,0.00005428596,0.0004467118,0.00008184047,0.00001749155],"category_scores_gemma":[0.0002468885,0.00008258411,0.00005398479,0.00004840955,0.0002178915,0.0001133078,0.0001819183,0.0002761411,0.00000756325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002713286,"about_ca_system_score_gemma":0.00004257702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000140902,"about_ca_topic_score_gemma":0.00001907229,"domain_scores_codex":[0.9990153,0.0001708802,0.0001611564,0.0003285946,0.0001371686,0.0001869539],"domain_scores_gemma":[0.9989195,0.0000975869,0.0001983849,0.0006490975,0.00003360344,0.0001018431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003940422,0.00008812434,0.9940757,0.000006484261,0.00005914569,0.0001371138,0.00001983863,0.00005940564,0.00009629719,0.0004855062,0.00004433909,0.0009876059],"study_design_scores_gemma":[0.002040642,0.007108674,0.9870812,0.00003267483,0.0001519669,0.00006144035,5.954837e-7,0.00005875633,0.002866605,0.00004890313,0.0004801509,0.00006843895],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901058,0.00004744025,0.000005826167,0.005743938,0.00008602282,0.001988091,0.00001927535,0.00001176648,0.001991839],"genre_scores_gemma":[0.9982794,0.00001395769,0.000003027303,0.00140747,0.00004463861,0.00008840633,0.00003584072,0.00001753585,0.0001097121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00817361,"threshold_uncertainty_score":0.3367682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007369851996219123,"score_gpt":0.2677696008007802,"score_spread":0.2603997488045611,"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."}}