{"id":"W4300978774","doi":"10.21203/rs.3.rs-2098003/v1","title":"Patent Ductus Arteriosus (PDA) and Response to Late Surfactant Treatment in Premature InfantsRunning Title: Ductus Arteriosus and Late Surfactant Treatment","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Cardiovascular Conditions and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Ductus arteriosus; Pulmonary surfactant; Medicine; Cardiology; Premature newborn; Internal medicine; Pediatrics; Chemistry; Biochemistry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000789476,0.0005204747,0.0009259932,0.000625063,0.0002676785,0.0001657486,0.000104646,0.0002614421,0.0007136458],"category_scores_gemma":[0.00008142312,0.0004120817,0.0002781263,0.0003928273,0.0001095001,0.00005226491,0.0005194429,0.0006694949,0.00007297326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001880077,"about_ca_system_score_gemma":0.0006408201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008647192,"about_ca_topic_score_gemma":0.0001820672,"domain_scores_codex":[0.9963521,0.0006099486,0.0004227183,0.001029658,0.0008428858,0.0007427086],"domain_scores_gemma":[0.9980673,0.0001991483,0.0000812803,0.001025492,0.0001543697,0.000472453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04072398,0.008227119,0.3573993,0.006193221,0.02122853,0.3183262,0.04636874,0.00303807,0.03444109,0.0001622812,0.001898055,0.1619933],"study_design_scores_gemma":[0.007585056,0.004692099,0.9629628,0.001767355,0.000487781,0.001082534,0.001097647,0.0003774652,0.0006690446,0.0001592819,0.01841329,0.0007056476],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868309,0.00733639,0.000001721627,0.0008941609,0.0002363103,0.002924266,0.0007865597,0.00007129069,0.0009183793],"genre_scores_gemma":[0.9883615,0.006546596,0.0002407366,0.00001792829,0.00007352154,0.0006858015,0.0004917146,0.00008607506,0.003496102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6055635,"threshold_uncertainty_score":0.9998331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06653675330320752,"score_gpt":0.3673387172547504,"score_spread":0.3008019639515429,"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."}}