{"id":"W4402940235","doi":"10.1038/s41390-024-03612-7","title":"Neonatal pulmonology: optimizing transition and lung function in preterm infants","year":2024,"lang":"en","type":"article","venue":"Pediatric Research","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Pulmonology; Lung function; Medicine; Neonatology; Lung; Pediatrics; Intensive care medicine; Internal medicine; Biology; Pregnancy; Genetics","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":[0.001489571,0.000301624,0.0005006739,0.0003249292,0.0005876712,0.001266748,0.0005233742,0.0007485096,0.001253046],"category_scores_gemma":[0.003884988,0.00007202231,0.0003148663,0.0002300987,0.0002519976,0.0006511776,0.0008186611,0.001082899,0.0002370761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001187428,"about_ca_system_score_gemma":0.002459435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002675489,"about_ca_topic_score_gemma":0.003661673,"domain_scores_codex":[0.9992829,0.0003129307,0.00005113249,0.00006768117,0.0001211998,0.0001643014],"domain_scores_gemma":[0.9989002,0.0002075556,0.0002119563,0.00003327179,0.0001465771,0.0005004058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002915092,0.003498408,0.3861459,0.001370129,0.0001591807,0.001729274,0.001282212,0.0007950509,0.01416184,0.002587777,0.007899615,0.5774554],"study_design_scores_gemma":[0.0001562352,0.005929228,0.9457296,0.002409804,0.0002974793,0.004772445,0.003337299,0.001318659,0.01317509,0.002589505,0.02024356,0.00004118038],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9175328,0.05823261,0.001869545,0.01183177,0.0006107024,0.0001094194,0.0001856644,0.00009198123,0.009535554],"genre_scores_gemma":[0.9735913,0.01923614,0.003458278,0.001265777,0.0004220561,0.0001157375,0.0001796755,0.00001935603,0.00171164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002675489,"threshold_uncertainty_score":0.008615434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06522018956221998,"score_gpt":0.4184017083046258,"score_spread":0.3531815187424058,"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."}}