{"id":"W4416738774","doi":"10.1002/ppul.71400","title":"Commentary on: Comparison of Bovine Lipid Extract Surfactant and Poractant Alfa Administered via LISA in Preterm Infants (28 + 0 to 34 + 6 Week) With Respiratory Distress Syndrome: A Randomized Controlled Trial","year":2025,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Ottawa","funders":"","keywords":"Respiratory distress; Randomized controlled trial; Neonatal respiratory distress syndrome; Pulmonary surfactant; Surfactant therapy; Intensive care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002253263,0.0004425664,0.003723365,0.001323063,0.00009154037,0.00002351208,0.000307792,0.0003310649,0.00009301225],"category_scores_gemma":[0.002326828,0.0003284704,0.0001858713,0.0008198012,0.0003065491,0.00009790088,0.000217047,0.0009011193,0.000008842046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000298934,"about_ca_system_score_gemma":0.0008195886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002710172,"about_ca_topic_score_gemma":0.0002295904,"domain_scores_codex":[0.994501,0.001268803,0.002064862,0.0007563891,0.0006387013,0.0007702734],"domain_scores_gemma":[0.9938042,0.004159945,0.0006582553,0.0007289456,0.0001776387,0.0004709858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9334267,0.001760954,0.0539582,0.0006882348,0.0002120198,0.0006854765,0.0001325287,0.00000306744,0.0002677701,0.00001748386,0.0006524612,0.008195139],"study_design_scores_gemma":[0.9557877,0.01491859,0.02405392,0.0002668136,0.0004554272,0.00005223486,0.00008204727,0.0004195113,0.000226563,0.00002566541,0.003399938,0.000311632],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776314,0.005375672,0.00006275937,0.005693384,0.0004175395,0.0102449,0.00007409813,0.00004361886,0.0004566096],"genre_scores_gemma":[0.995155,0.0004532848,0.0001595159,0.002815701,0.000199271,0.001026031,0.00003377353,0.00003810193,0.0001193559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02990428,"threshold_uncertainty_score":0.9999167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02867080187927186,"score_gpt":0.3601642934688195,"score_spread":0.3314934915895476,"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."}}