{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002142969,0.0001037297,0.0003140018,0.0002031359,0.0000309638,0.000005741146,0.00007791824,0.0002089802,0.0001916567],"category_scores_gemma":[0.001867023,0.0001086823,0.00006193067,0.0007947125,0.00006628173,0.00009764033,0.0000355017,0.0002457434,0.000008906948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001080022,"about_ca_system_score_gemma":0.0002366547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005524456,"about_ca_topic_score_gemma":0.00001565732,"domain_scores_codex":[0.9986243,0.00007191367,0.0006283809,0.0003213119,0.0001435056,0.0002105897],"domain_scores_gemma":[0.9983306,0.0008452924,0.000197259,0.0003645186,0.0001961642,0.00006617589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005548185,0.0002751143,0.9703811,0.00009645532,0.00001772391,0.00001155731,0.00009832485,0.00004178279,0.02803711,0.0001640667,0.00007099193,0.0007502619],"study_design_scores_gemma":[0.00096196,0.00008807811,0.9927931,0.00002188049,0.0002149125,0.0002643919,0.00004609754,0.001905267,0.002020725,0.001270909,0.0003221834,0.00009053457],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952919,0.0005417309,0.002059629,0.0001874916,0.0002355915,0.0002887841,0.00004899421,0.00004038917,0.001305483],"genre_scores_gemma":[0.9951366,0.0009585797,0.003074616,0.00008594871,0.0003601165,0.00003802829,0.0001871701,0.000015605,0.0001432919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02601639,"threshold_uncertainty_score":0.4431938,"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."}}