{"id":"W4291653011","doi":"10.1109/jtehm.2022.3197688","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":"article","venue":"IEEE Journal of Translational Engineering in Health and Medicine","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Grand Challenges Canada; University of California Berkeley","keywords":"Usability; Medicine; Referral; Obstetrics; Medical emergency; Emergency medicine; Family medicine; Computer science; Human–computer interaction","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":[0.003238214,0.0004771476,0.0006244765,0.0003098179,0.0008185668,0.0007806538,0.0004171016,0.0004279597,0.001472128],"category_scores_gemma":[0.007094517,0.0004399891,0.0004369929,0.0002424852,0.0004736791,0.0005136409,0.000622714,0.0005610166,0.0002542657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000387983,"about_ca_system_score_gemma":0.0006881377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001770629,"about_ca_topic_score_gemma":0.003236469,"domain_scores_codex":[0.9983417,0.0008860742,0.0001570627,0.0001241841,0.0002711042,0.0002198752],"domain_scores_gemma":[0.9969236,0.001367173,0.0003782608,0.0001713966,0.0007363749,0.0004231523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01292074,0.04066307,0.5164561,0.002948612,0.0002542508,0.006576521,0.1806851,0.0005431558,0.05857854,0.0002242049,0.00192418,0.1782254],"study_design_scores_gemma":[0.0007160952,0.2030684,0.7114661,0.0002332042,0.0002467168,0.002156035,0.06865806,0.001066663,0.007539844,0.00007399043,0.004647553,0.0001274682],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996019,0.00003964252,0.00006158714,0.0000179122,0.000003109419,0.0001062822,0.00001261297,0.000001418753,0.0001554959],"genre_scores_gemma":[0.9973783,0.0002626692,0.001274858,0.00007671722,0.00001217743,0.0002697648,0.00003430633,0.000003811865,0.0006875126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003238214,"threshold_uncertainty_score":0.01712555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03345143325918108,"score_gpt":0.3101855291074708,"score_spread":0.2767340958482897,"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."}}