{"id":"W4225310483","doi":"10.36227/techrxiv.19400378.v1","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":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Grand Challenges Canada","keywords":"Usability; Medicine; Childbirth; Referral; Limiting; Health care; Nursing; Medical emergency; Pregnancy; Emergency medicine","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":[0.002929132,0.0004553724,0.0006030449,0.0002836212,0.0007524685,0.0007515752,0.0004035156,0.0004064254,0.001457029],"category_scores_gemma":[0.006213373,0.0004002561,0.0004366685,0.000223106,0.0004225856,0.0004704469,0.0005706096,0.0005543542,0.0002207379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003227853,"about_ca_system_score_gemma":0.0006701368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001442308,"about_ca_topic_score_gemma":0.002759463,"domain_scores_codex":[0.9985211,0.0007847829,0.0001418857,0.0001045447,0.000262624,0.0001850558],"domain_scores_gemma":[0.9974246,0.001113653,0.0003288788,0.0001368892,0.0006479726,0.0003479707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01416019,0.04523946,0.4582973,0.004115428,0.0002936647,0.007729928,0.16137,0.0006194824,0.08000843,0.0002824625,0.002110051,0.2257737],"study_design_scores_gemma":[0.0007406321,0.2447012,0.6669874,0.0003289304,0.0003059837,0.002902899,0.06746639,0.001145383,0.009276611,0.00009199597,0.005912207,0.0001404573],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995071,0.00006178241,0.00007061495,0.00002302001,0.000003956849,0.0001213537,0.00001354357,0.000001532303,0.0001971761],"genre_scores_gemma":[0.9968222,0.0003923805,0.001594419,0.00008670497,0.0000145558,0.0002760002,0.0000355615,0.00000381914,0.0007744369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002929132,"threshold_uncertainty_score":0.01549095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04701644959103313,"score_gpt":0.3293456390234731,"score_spread":0.28232918943244,"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."}}