{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008108091,0.0001480017,0.0003734473,0.0002585477,0.0001357751,0.0003247605,0.0001403569,0.0003533576,0.001023671],"category_scores_gemma":[0.003249878,0.0000701855,0.0003071574,0.0002537368,0.0001501725,0.0001650895,0.0002074718,0.0004253928,0.0001082234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002046643,"about_ca_system_score_gemma":0.0003360914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002715673,"about_ca_topic_score_gemma":0.0003786272,"domain_scores_codex":[0.9993879,0.0003098382,0.00007504781,0.00007493196,0.00008549226,0.00006671034],"domain_scores_gemma":[0.997745,0.0008209512,0.0009765995,0.00005978199,0.00009447909,0.0003032265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002957174,0.0001208187,0.9891606,0.00005903821,0.00007698961,0.0001405876,0.00002565355,0.00004744062,0.0009750348,0.00001848992,0.00008556936,0.006332519],"study_design_scores_gemma":[0.00006039453,0.001431137,0.9972077,0.0000224771,0.00006519931,0.0003367566,0.00005113825,0.000225451,0.0003990009,0.00003506314,0.0001623692,0.00000334171],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998673,0.0008765557,0.00005333121,0.00008336206,0.000008521413,0.00000690791,0.0001193198,0.000001664752,0.0001773311],"genre_scores_gemma":[0.9993935,0.0001848802,0.0001033455,0.00002993003,0.00001972732,0.00001268895,0.0001411201,6.9562e-7,0.0001141325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001023671,"threshold_uncertainty_score":0.004287958,"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."}}