{"id":"W4389136097","doi":"10.1148/ryai.230400","title":"Don’t Forget the Kids!: Novel Pulmonary MRI and AI of Neonatal Lung Disease","year":2023,"lang":"en","type":"article","venue":"Radiology Artificial Intelligence","topic":"Atomic and Subatomic Physics Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Lung; Lung disease; Disease; Pulmonary disease; Intensive care medicine; Pathology; Internal medicine","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":[0.0003237899,0.0001357286,0.000203913,0.00006746254,0.0002062179,0.00001870872,0.0003214729,0.00004359189,0.0001488747],"category_scores_gemma":[0.0000245399,0.0001027915,0.00009120438,0.0003000893,0.000593396,0.0001010053,0.0001858585,0.0002625643,0.00006565396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001433052,"about_ca_system_score_gemma":0.0001503945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001139628,"about_ca_topic_score_gemma":0.000003817775,"domain_scores_codex":[0.9988632,0.00007162416,0.0002853205,0.000289287,0.0001317739,0.0003587882],"domain_scores_gemma":[0.9991242,0.000346103,0.00006772998,0.0002852523,0.00005691576,0.0001198158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002064392,0.0001161017,0.04476178,0.00003207411,0.0001334681,0.00001693397,0.001073059,0.001756256,0.005424548,0.609841,0.002268725,0.3343696],"study_design_scores_gemma":[0.0000482462,0.00001640694,0.002923154,0.000018065,0.00003127048,0.000005343553,0.00212669,0.7586906,0.007045421,0.227045,0.001822349,0.0002274302],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.376586,0.0002834715,0.618604,0.002573477,0.0002917617,0.0003981368,0.0002028032,0.00005064444,0.001009704],"genre_scores_gemma":[0.9991977,0.0000329892,0.0000505816,0.00006815646,0.0002665493,0.00003629191,0.00004398075,0.00001404198,0.0002897491],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7569343,"threshold_uncertainty_score":0.4191717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02943925553481123,"score_gpt":0.3192055914057476,"score_spread":0.2897663358709363,"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."}}