{"id":"W3023964392","doi":"10.1101/2020.04.26.20080739","title":"Prediction of Extubation Readiness Using Transthoracic Ultrasound in Preterm Infants","year":2020,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Ductus arteriosus; Receiver operating characteristic; Neonatal intensive care unit; Mechanical ventilation; Respiratory distress; Diastole; Ultrasound; Area under the curve; Cardiology; Interventricular septum; Prospective cohort study; Intensive care unit; Umbilical artery; Ventilation (architecture); Blood pressure; Gestation; Internal medicine; Anesthesia; Pediatrics; 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":[0.001043321,0.0004018915,0.0002871096,0.0006513551,0.00009706106,0.0004307979,0.0002189939,0.0003600839,0.0006154596],"category_scores_gemma":[0.00773377,0.0001948549,0.00028198,0.0003317556,0.0002020961,0.0002657687,0.0003461972,0.0003658334,0.0001315506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001634809,"about_ca_system_score_gemma":0.0002367185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001282555,"about_ca_topic_score_gemma":0.001079938,"domain_scores_codex":[0.9995217,0.0002111075,0.00005643146,0.00006215126,0.00009781785,0.00005070718],"domain_scores_gemma":[0.996073,0.001748725,0.001349596,0.000105004,0.0003412386,0.0003823543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001589321,0.00001994007,0.9978789,0.00000986244,0.00001479379,0.00006029339,0.00002806043,0.00008068862,0.0002734982,0.000004619,0.0000149675,0.001455345],"study_design_scores_gemma":[0.000007240356,0.0003463954,0.9977425,0.000007711158,0.00001640611,0.0002309525,0.00008768376,0.001265541,0.0002335586,0.0000160202,0.00004253487,0.000003418713],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995388,0.0001457577,0.0001156874,0.00001769777,0.00000213372,0.000004894438,0.0000394382,0.000003455448,0.0001321287],"genre_scores_gemma":[0.9996507,0.00005139075,0.0001629992,0.000005481319,0.0000036657,0.000005438549,0.00006746875,6.664743e-7,0.00005223331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001282555,"threshold_uncertainty_score":0.005517662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1276623927403383,"score_gpt":0.3764313151458241,"score_spread":0.2487689224054858,"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."}}