{"id":"W2806114302","doi":"10.1002/ijgo.12492","title":"Time for global scale‐up, not randomized trials, of uterine balloon tamponade for postpartum hemorrhage","year":2018,"lang":"en","type":"article","venue":"International Journal of Gynecology & Obstetrics","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lambton College","funders":"","keywords":"Medicine; Balloon; Randomized controlled trial; Obstetrics; Tamponade; Balloon tamponade; Gynecology; Surgery","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":[0.02105212,0.001250582,0.004628574,0.0005762895,0.0006755238,0.002695838,0.001112568,0.003165292,0.008892939],"category_scores_gemma":[0.04851092,0.0005033744,0.009433763,0.001181903,0.001054302,0.003512241,0.0009597309,0.006681781,0.0009139024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001783276,"about_ca_system_score_gemma":0.00244816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002432146,"about_ca_topic_score_gemma":0.003474725,"domain_scores_codex":[0.9825869,0.01291192,0.001995424,0.0008360908,0.0009594211,0.0007102537],"domain_scores_gemma":[0.9724833,0.01697156,0.004623012,0.002212555,0.001877261,0.001832262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.6621639,0.001041163,0.005587971,0.04056075,0.0473106,0.000130847,0.0002385766,0.002024127,0.001088886,0.00455664,0.03211842,0.2031781],"study_design_scores_gemma":[0.8236569,0.0362609,0.0220898,0.01588455,0.0454481,0.0001562032,0.0004079703,0.002284376,0.001167542,0.01523306,0.03716063,0.000250053],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.1954467,0.59587,0.01527906,0.1079041,0.04876549,0.0104879,0.007876161,0.0007692734,0.01760127],"genre_scores_gemma":[0.8673833,0.05262428,0.01195231,0.04109502,0.005916354,0.01103808,0.003107435,0.0002222401,0.006661077],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02105212,"threshold_uncertainty_score":0.1113356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04130938710052896,"score_gpt":0.3750251840623798,"score_spread":0.3337157969618509,"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."}}