{"id":"W2086754857","doi":"10.1136/archdischild-2014-306576.133","title":"PC.32 The Impact of a Dedicated PDA Ligation Triaging and Management System: A single centre experience","year":2014,"lang":"en","type":"article","venue":"Archives of Disease in Childhood Fetal & Neonatal","topic":"Cardiovascular Issues in Pregnancy","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Ligation; Incidence (geometry); Ductus arteriosus; Pediatrics; Emergency medicine; 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":[0.0001430613,0.0001739266,0.0003666404,0.0001627913,0.0000452267,0.00001220358,0.0001792398,0.00002448616,0.000006001495],"category_scores_gemma":[0.0001417932,0.0001246653,0.0003449625,0.0001945527,0.0002822894,0.0001090012,0.0001967641,0.0001156374,0.000001516974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003416512,"about_ca_system_score_gemma":0.00004014814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007285993,"about_ca_topic_score_gemma":0.000003446178,"domain_scores_codex":[0.998606,0.0001360537,0.0003749141,0.0003053505,0.0003572662,0.0002204594],"domain_scores_gemma":[0.9989927,0.0001452657,0.0001382745,0.0005277942,0.00001999277,0.0001759511],"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":[0.004270249,0.002755551,0.260542,0.005752441,0.003092782,0.0006879245,0.0668891,0.001415759,0.003518779,0.005129923,0.00003033519,0.6459152],"study_design_scores_gemma":[0.006498298,0.0002769674,0.9763728,0.005418362,0.000502178,0.00009827209,0.002321221,0.005604384,0.00185482,0.0007700217,0.00005102775,0.0002316781],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931659,0.003782262,0.0007841361,0.0001014926,0.00004660341,0.0008211609,0.00002790312,0.00003363159,0.001236896],"genre_scores_gemma":[0.9992515,0.0001211143,0.0004564893,0.00001281605,0.00005356474,0.00002612444,0.00004509155,0.00002024565,0.00001299348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7158307,"threshold_uncertainty_score":0.5083705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006314580090879522,"score_gpt":0.2451793606827098,"score_spread":0.2388647805918303,"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."}}