{"id":"W4317632917","doi":"10.1016/j.jpedsurg.2023.01.026","title":"High frequency jet ventilation for congenital diaphragmatic hernia","year":2023,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Congenital Diaphragmatic Hernia Studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Congenital diaphragmatic hernia; Ventilation (architecture); Pneumothorax; High-frequency ventilation; Univariate analysis; Diaphragmatic hernia; Logistic regression; Mechanical ventilation; Surgery; Anesthesia; Internal medicine; Hernia; Multivariate analysis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003868616,0.0001887687,0.000250287,0.0009153486,0.0003244247,0.000313424,0.0003488606,0.0005593371,0.002693036],"category_scores_gemma":[0.001530405,0.0000739961,0.0001578654,0.0006431993,0.0004792004,0.000846112,0.0003607295,0.0004983701,0.000121596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002725114,"about_ca_system_score_gemma":0.0004350512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006842617,"about_ca_topic_score_gemma":0.0007520309,"domain_scores_codex":[0.9998247,0.00005301001,0.00002362782,0.00001781166,0.00003292012,0.00004798043],"domain_scores_gemma":[0.9993278,0.0004229686,0.00008859497,0.0000247143,0.00003476868,0.0001011464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001426581,0.000452289,0.8721558,0.0003118899,0.00007233073,0.04812784,0.0005679444,0.0001885503,0.006287746,0.0007596011,0.0009492537,0.06870005],"study_design_scores_gemma":[0.00009997426,0.00369282,0.9265724,0.000180244,0.00005851691,0.06271788,0.001063949,0.0002734859,0.0020109,0.0003559901,0.002955999,0.00001790052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911258,0.005676405,0.00008435939,0.000230978,0.00005162282,0.00001234399,0.000047035,0.000004349244,0.002767142],"genre_scores_gemma":[0.9979458,0.001431488,0.0001183128,0.00005854369,0.0001211468,0.000006386958,0.0000427063,0.000001737194,0.0002738362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002693036,"threshold_uncertainty_score":0.009009063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03603231118196841,"score_gpt":0.284999625858903,"score_spread":0.2489673146769346,"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."}}