{"id":"W4415944868","doi":"10.1007/s00431-025-06582-y","title":"Lung ultrasound aeration scores and their utility in predicting success of weaning off respiratory support in preterm neonates—A prospective cohort study","year":2025,"lang":"en","type":"article","venue":"European Journal of Pediatrics","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Children’s Health Research Institute; London Health Sciences Centre; Western University","funders":"","keywords":"Lung ultrasound; Prospective cohort study; Weaning; Gestational age; Respiratory system; Cohort study; Lung; Cohort","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":[0.001607039,0.0007745317,0.0007596152,0.0006912167,0.0006472098,0.001473472,0.0008971283,0.001379656,0.001266012],"category_scores_gemma":[0.004350314,0.0007729782,0.001476851,0.000800973,0.000658672,0.001203289,0.0009240527,0.001974381,0.0003565508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004630653,"about_ca_system_score_gemma":0.0005562509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003448473,"about_ca_topic_score_gemma":0.00245723,"domain_scores_codex":[0.9988481,0.00032133,0.0001144431,0.0003696462,0.0001509376,0.0001955049],"domain_scores_gemma":[0.9975141,0.0006659273,0.0006446477,0.0004464682,0.0002334664,0.0004954598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000462048,0.0001206714,0.9980282,0.000007480058,0.0001956989,0.000148055,0.0001113128,0.00004372962,0.0002479023,0.00001767146,0.00005031929,0.0005668149],"study_design_scores_gemma":[0.00002566282,0.0003885185,0.9980789,0.000008355431,0.0001247804,0.0004013244,0.0003971751,0.0003668323,0.00006856013,0.0000330903,0.00009450124,0.00001230306],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995822,0.0001218638,0.00005745494,0.00001790949,0.000008486218,0.000004909414,0.0001034447,0.000001530784,0.000102222],"genre_scores_gemma":[0.9994032,0.00009076371,0.00007144107,0.00001759837,0.00001401339,0.0000104407,0.0002454833,0.000003361992,0.0001436705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003448473,"threshold_uncertainty_score":0.008498967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01904126779782506,"score_gpt":0.3125502692176099,"score_spread":0.2935090014197849,"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."}}