{"id":"W4225330097","doi":"10.36227/techrxiv.19400378","title":"The usability, acceptability, and performance of the Maternal PPH Wrap device in controlling postpartum hemorrhage: A pilot study at Kawempe National Referral Hospital, Uganda.","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Grand Challenges Canada","keywords":"Usability; Medicine; Childbirth; Referral; Limiting; Health care; Nursing; Medical emergency; Emergency medicine; Pregnancy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002848552,0.0005027022,0.0005814509,0.0003223879,0.0008767704,0.0006911173,0.0003975561,0.0004232503,0.00145563],"category_scores_gemma":[0.005596539,0.0004471402,0.0004438002,0.0002304979,0.0004249304,0.0004578217,0.0006193795,0.0005952223,0.0002646031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00039142,"about_ca_system_score_gemma":0.0007477935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001678548,"about_ca_topic_score_gemma":0.003309079,"domain_scores_codex":[0.9986225,0.00072478,0.0001165227,0.0001007807,0.0002455963,0.0001898087],"domain_scores_gemma":[0.997694,0.0009194197,0.0002891025,0.0001253498,0.0005867592,0.0003854647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01197772,0.05227453,0.4609731,0.003463741,0.0002701798,0.008556424,0.1500777,0.0004905003,0.07507198,0.000265605,0.002406469,0.2341721],"study_design_scores_gemma":[0.0008243414,0.225215,0.6842291,0.0002617718,0.000262267,0.002851458,0.0715199,0.0008783684,0.00802493,0.00009077571,0.005701432,0.0001407201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994561,0.00007173673,0.00007635017,0.00002870855,0.000004610726,0.0001563246,0.00001612777,0.000001811388,0.0001882529],"genre_scores_gemma":[0.9964803,0.0004281234,0.001619649,0.0001121453,0.00001582703,0.0003625339,0.00004801758,0.000004345892,0.0009290333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002848552,"threshold_uncertainty_score":0.01506478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04664619713420654,"score_gpt":0.3296167978152946,"score_spread":0.2829706006810881,"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."}}