{"id":"W4405515033","doi":"10.1007/s00431-024-05927-3","title":"Serial sonographic assessment of diaphragmatic atrophy and lung injury patterns in mechanically ventilated preterm infants to predict extubation failure: a prospective observational study","year":2024,"lang":"en","type":"article","venue":"European Journal of Pediatrics","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Medicine; Diaphragmatic breathing; Mechanical ventilation; Observational study; Atrophy; Prospective cohort study; Gestation; Lung; Anesthesia; Ventilation (architecture); Surgery; Internal medicine; Pregnancy; Pathology","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":[0.001705774,0.0001437346,0.0003519381,0.0004648888,0.00003334501,0.00006039707,0.0001545251,0.00004038244,0.00004662227],"category_scores_gemma":[0.00061686,0.0001222002,0.0001112822,0.0008888709,0.000026636,0.0001951287,0.00008337764,0.0004973607,0.000002234444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009130694,"about_ca_system_score_gemma":0.0002076783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002339111,"about_ca_topic_score_gemma":0.00000523055,"domain_scores_codex":[0.9975745,0.0002682659,0.001221129,0.0002393198,0.0005518172,0.0001449397],"domain_scores_gemma":[0.9985626,0.0003828443,0.0003827012,0.000183032,0.0003206496,0.0001681159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002453926,0.0006670944,0.9931486,0.0002881083,0.0001143589,0.00008237319,0.00101815,0.00005518767,0.003067781,0.000137469,0.0002357746,0.0009396761],"study_design_scores_gemma":[0.001137193,0.002928064,0.9941784,0.0002638619,0.0004014435,0.00002446046,0.0001398173,0.0005882519,0.00002763535,0.0001764485,0.00003510579,0.00009934542],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922715,0.000101099,0.005951129,0.0003046762,0.0002812975,0.0009575857,0.0000541562,0.00002220636,0.00005629107],"genre_scores_gemma":[0.9935032,0.0001377823,0.005686938,0.00004087227,0.0005592845,0.00001588756,0.00001405268,0.00003196749,0.00001005993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003040145,"threshold_uncertainty_score":0.4983181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02915853148121444,"score_gpt":0.3448292779971115,"score_spread":0.315670746515897,"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."}}