{"id":"W2986397216","doi":"10.1371/journal.pmed.1002976","title":"Amniotic fluid embolism: A puzzling and dangerous obstetric problem","year":2019,"lang":"en","type":"letter","venue":"PLoS Medicine","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of British Columbia","funders":"","keywords":"Amniotic fluid embolism; Medicine; Perspective (graphical); Amniotic fluid; Intensive care medicine; Obstetrics; Pregnancy; Computer science; Biology","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0002023431,0.0005498188,0.001561087,0.0005549946,0.00007803938,0.00001893083,0.0001953284,0.000833399,0.0004700197],"category_scores_gemma":[0.000304097,0.0003728001,0.00009792121,0.0003652863,0.0001819865,0.00005725843,0.0001078844,0.002316147,0.0002757906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001460765,"about_ca_system_score_gemma":0.0001459649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000299852,"about_ca_topic_score_gemma":0.000003703359,"domain_scores_codex":[0.9967107,0.00008518582,0.0007169857,0.0007319231,0.001047748,0.0007074258],"domain_scores_gemma":[0.9982103,0.0003749353,0.0002695006,0.0006437225,0.0002360928,0.0002655163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001144408,0.00007332235,0.002514749,0.02970295,0.0002927109,0.004089932,0.0009965784,1.720121e-7,0.0007541483,0.00001807795,0.953451,0.007991917],"study_design_scores_gemma":[0.003259408,0.001511327,0.001285566,0.01251779,0.001199879,0.001775324,0.0001464662,0.0001984973,0.00008531394,0.0002037677,0.9772469,0.0005698116],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02408093,0.02773223,0.00001813949,0.9311534,0.001679023,0.002415152,0.00005798782,0.0002565752,0.01260652],"genre_scores_gemma":[0.01773768,0.002891801,0.0004968946,0.9122712,0.01900597,0.00007902762,0.0009071587,0.0002331309,0.04637713],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03377061,"threshold_uncertainty_score":0.9999856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04079358313423211,"score_gpt":0.2730178013143907,"score_spread":0.2322242181801586,"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."}}