{"id":"W2921732266","doi":"10.12688/wellcomeopenres.15113.1","title":"Developing and implementing an interventional bundle to reduce mortality from gastroschisis in low-resource settings","year":2019,"lang":"en","type":"preprint","venue":"Wellcome Open Research","topic":"Congenital Anomalies and Fetal Surgery","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Royal College of Surgeons of England; Wellcome Trust; Wellcome","keywords":"Medicine; Gastroschisis; Emergency medicine; Pregnancy","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","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0045913,0.0002838364,0.0007262497,0.0004468778,0.0001935079,0.0006554335,0.0008134531,0.0001875292,0.001093461],"category_scores_gemma":[0.0002777935,0.0002813746,0.0001419213,0.0003721176,0.0001019863,0.000181271,0.01065692,0.001311985,0.00009447718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003460702,"about_ca_system_score_gemma":0.0004578929,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01291154,"about_ca_topic_score_gemma":0.001544994,"domain_scores_codex":[0.9959785,0.0003915172,0.000761849,0.001188784,0.0008235631,0.0008558125],"domain_scores_gemma":[0.9982219,0.0002659694,0.0001304697,0.0007870266,0.0002203725,0.000374309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001529992,0.001343234,0.9272304,0.002047669,0.0005486457,0.0002449621,0.001951481,0.00005435772,0.005659757,0.0008301312,0.003477639,0.05508174],"study_design_scores_gemma":[0.001622494,0.0005329267,0.9541442,0.006153751,0.00004960176,0.00001673413,0.003109324,0.001279312,0.001981602,0.001551355,0.02887111,0.0006876258],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879844,0.0002394457,0.00008386079,0.002892258,0.0001401779,0.002058719,0.00021555,0.00002011403,0.006365519],"genre_scores_gemma":[0.9919239,0.00002733843,0.002807355,0.0002796491,0.0002365027,0.0002024224,0.0008126821,0.00005311099,0.003656984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05439412,"threshold_uncertainty_score":0.9999638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.19456855926005,"score_gpt":0.4451818145120158,"score_spread":0.2506132552519658,"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."}}