{"id":"W3144078497","doi":"10.1002/ppul.25383","title":"Prediction of extubation readiness using lung ultrasound in preterm infants","year":2021,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Receiver operating characteristic; Prospective cohort study; Lung ultrasound; Ultrasound; Lung; Area under the curve; Gestation; Interventricular septum; Bronchopulmonary dysplasia; Pulmonary artery; Lung disease; Cardiology; Anesthesia; Gestational age; Internal medicine; Pregnancy; Radiology","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":[0.0009877383,0.000428441,0.0003015199,0.0007082807,0.0001063806,0.0003461891,0.0002126842,0.0004320232,0.0006032541],"category_scores_gemma":[0.009908304,0.0001917457,0.0001837495,0.0002277888,0.000245574,0.0002760679,0.0003518944,0.000389047,0.0001701048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001074828,"about_ca_system_score_gemma":0.0002017588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005210259,"about_ca_topic_score_gemma":0.0004884078,"domain_scores_codex":[0.9995167,0.0002648906,0.00003963809,0.00004700912,0.0000790884,0.00005259733],"domain_scores_gemma":[0.9948147,0.002966029,0.001274609,0.0001162298,0.0003063093,0.000522027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001837468,0.00002581363,0.996201,0.000008677064,0.00001139397,0.00008211898,0.00003901941,0.000120206,0.0006311894,0.000008798885,0.00001580129,0.002672245],"study_design_scores_gemma":[0.000007824063,0.0007101906,0.9967989,0.000006862781,0.0000160502,0.0004437407,0.00006848029,0.001329655,0.0005267393,0.00003214238,0.00005483598,0.000004617201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995456,0.0001358101,0.0001516081,0.00001450338,0.000001793154,0.000004151496,0.00001844621,0.000003807727,0.0001243003],"genre_scores_gemma":[0.9996098,0.00005079921,0.0002285431,0.000006780123,0.000005049189,0.000005902944,0.0000469901,9.945384e-7,0.00004528489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009877383,"threshold_uncertainty_score":0.005223751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04670683932491215,"score_gpt":0.3315681896523138,"score_spread":0.2848613503274016,"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."}}