{"id":"W2738232140","doi":"10.1097/pcc.0000000000001282","title":"Epidemiology of Noninvasive Ventilation in Pediatric Cardiac ICUs*","year":2017,"lang":"en","type":"article","venue":"Pediatric Critical Care Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"National Heart, Lung, and Blood Institute; National Center for Advancing Translational Sciences; University of Michigan","keywords":"Medicine; Mechanical ventilation; Ventilation (architecture); Nasal cannula; Intensive care; Cohort; Emergency medicine; Intensive care medicine; Anesthesia; Cannula; Surgery; Internal medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001073192,0.0002303359,0.001080758,0.0004253377,0.0001275097,0.000003012447,0.0002210691,0.0002654436,0.0002638248],"category_scores_gemma":[0.01422062,0.0001870469,0.0001953917,0.0002291453,0.0002929569,0.0001190506,0.00009613984,0.0003926262,0.00003424896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007857446,"about_ca_system_score_gemma":0.0002573525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001339446,"about_ca_topic_score_gemma":0.00001675295,"domain_scores_codex":[0.997608,0.0001347662,0.000883238,0.0004546134,0.0004224126,0.0004969601],"domain_scores_gemma":[0.9970088,0.001126537,0.0002698504,0.0007634373,0.0004678002,0.0003635885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001114419,0.0000632159,0.9932032,0.001019298,0.000007819875,0.0001968893,0.0003817572,4.493568e-7,0.000103382,0.001770104,0.0006160581,0.002526384],"study_design_scores_gemma":[0.001759282,0.001056402,0.9933577,0.00006668393,0.0008201181,0.00002089741,0.0008915401,0.00001001552,0.0003406382,0.0006683772,0.0008313112,0.0001770439],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968585,0.01830704,0.0005048552,0.002880623,0.002347926,0.0006384618,0.00002627903,0.00004883185,0.006660954],"genre_scores_gemma":[0.994208,0.0009427944,0.0005899175,0.0002745257,0.003764375,0.000034947,0.00005461716,0.00002755775,0.0001032381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.025623,"threshold_uncertainty_score":0.994083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.057979863501498,"score_gpt":0.3870255138053661,"score_spread":0.3290456503038681,"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."}}