{"id":"W4392284227","doi":"10.1016/j.jpedsurg.2024.01.043","title":"Management of Pediatric Patients With Spontaneous Pneumomediastinum: A Retrospective Chart Review","year":2024,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Pneumothorax, Barotrauma, Emphysema","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster Children's Hospital; McMaster University","funders":"","keywords":"Medicine; Retrospective cohort study; Pneumomediastinum; Pediatrics; Comorbidity; Medical diagnosis; Emergency medicine; Complication; Surgery; Internal medicine; Radiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008970388,0.0002124909,0.0003290131,0.002073726,0.0004700047,0.0005360357,0.0004310669,0.0002577967,0.0008276035],"category_scores_gemma":[0.003743103,0.0002143348,0.0002011282,0.002613106,0.0003837327,0.0005506817,0.0003605472,0.0003022219,0.0001739195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001003677,"about_ca_system_score_gemma":0.001739278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009633515,"about_ca_topic_score_gemma":0.01169177,"domain_scores_codex":[0.9989681,0.0002210816,0.0002715054,0.00015144,0.0002831064,0.0001047531],"domain_scores_gemma":[0.9949446,0.001052987,0.002659195,0.0001868713,0.0008881363,0.0002682755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003293697,0.00002119848,0.9901323,0.0001103568,0.00002123168,0.002586029,0.0003440461,0.00004530566,0.0001526237,0.00003574048,0.0005640013,0.005954278],"study_design_scores_gemma":[0.00001189045,0.0001918599,0.9736971,0.0002116621,0.00005062686,0.02041195,0.001766574,0.0002688797,0.0003864224,0.00002361287,0.002964314,0.00001517854],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917251,0.004229737,0.0005050671,0.0001684775,0.00001543399,0.0001586594,0.001737555,0.00002609618,0.001433839],"genre_scores_gemma":[0.9941736,0.003133466,0.000789775,0.0001026573,0.00002575724,0.00007769613,0.001594581,0.000005400289,0.00009712044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009633515,"threshold_uncertainty_score":0.01915485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01600885432445646,"score_gpt":0.2604182626307548,"score_spread":0.2444094083062983,"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."}}