{"id":"W3212132487","doi":"10.1513/annalsats.202107-822oc","title":"Meta-Analysis of Lung Ultrasound Scores for Early Prediction of Bronchopulmonary Dysplasia","year":2021,"lang":"en","type":"article","venue":"Annals of the American Thoracic Society","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Bronchopulmonary dysplasia; Gestational age; Lung ultrasound; Diagnostic accuracy; Lung; Population; Ultrasound; Gestation","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":[0.0242731,0.003557989,0.01903698,0.007245693,0.0006763106,0.004045792,0.00252668,0.002761949,0.003045494],"category_scores_gemma":[0.05402134,0.001504103,0.05606181,0.005685079,0.0009332791,0.001869362,0.001726383,0.002530677,0.0003531742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001906683,"about_ca_system_score_gemma":0.002566468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00596756,"about_ca_topic_score_gemma":0.0075515,"domain_scores_codex":[0.980531,0.01205609,0.003506311,0.002042994,0.001406624,0.0004570186],"domain_scores_gemma":[0.9543549,0.0366072,0.004579887,0.00168774,0.002340168,0.0004300533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002358359,0.00002149681,0.006810786,0.09900433,0.8853108,0.00008444117,0.00003264974,0.0007047462,0.0002050486,0.0001063245,0.000295639,0.00506535],"study_design_scores_gemma":[0.0004282536,0.0002003486,0.004242826,0.005259077,0.9885681,0.00004896674,0.00001558729,0.0003463025,0.0001248827,0.0002218405,0.0005287707,0.00001501763],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01071238,0.9855979,0.001528783,0.0003724344,0.0003085283,0.0002859945,0.0008480658,0.00005641473,0.0002895814],"genre_scores_gemma":[0.5399028,0.4460336,0.006842457,0.001819806,0.0009124763,0.001877168,0.001880137,0.0001019659,0.0006295614],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0242731,"threshold_uncertainty_score":0.1283699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2065291337295306,"score_gpt":0.4434245383420422,"score_spread":0.2368954046125116,"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."}}