{"id":"W2789774164","doi":"10.1186/s12884-018-1658-8","title":"Handheld ultrasound to avert maternal and neonatal deaths in 2 regions of the Philippines: an iBuntis® intervention study","year":2018,"lang":"en","type":"article","venue":"BMC Pregnancy and Childbirth","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of the Philippines; Grand Challenges Canada","keywords":"Medicine; Reproductive medicine; Intervention (counseling); Mobile device; Ultrasound; Maternal morbidity; Medical emergency; Pregnancy; Obstetrics; Emergency medicine; Nursing; Radiology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001536577,0.0001208378,0.0002142475,0.00005874027,0.0001149604,0.00002159851,0.0001368348,0.00005939072,0.00005760562],"category_scores_gemma":[0.0002010012,0.00008370573,0.00004766775,0.0001797352,0.0001959477,0.00009726072,0.00008205308,0.0001402455,0.000006502913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001276822,"about_ca_system_score_gemma":0.00002639569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001483764,"about_ca_topic_score_gemma":0.00234738,"domain_scores_codex":[0.998958,0.00006620144,0.0003640528,0.0003136532,0.0001514597,0.0001466707],"domain_scores_gemma":[0.999195,0.0001341044,0.00008870808,0.0004186223,0.00006066149,0.0001029434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001175024,0.0005758761,0.9903258,0.0000730841,0.00002382257,0.000001051839,0.001414118,4.140867e-7,0.0002922166,0.001104986,0.00002002111,0.006051109],"study_design_scores_gemma":[0.00184284,0.001033265,0.9928589,0.001137315,0.00004575414,0.00007469542,0.0004860442,0.000009510018,0.0008634254,0.001224128,0.0003338025,0.00009035433],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997376,0.0004304897,0.0006967842,0.0001313871,0.00008422505,0.0009560504,0.00002744377,0.00002193393,0.000275687],"genre_scores_gemma":[0.9986239,0.0001249407,0.0006513377,0.0001048758,0.00009796312,0.00006929343,0.000007187026,0.00001276222,0.0003077455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005960754,"threshold_uncertainty_score":0.3413421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0257667006594947,"score_gpt":0.3208584574059269,"score_spread":0.2950917567464322,"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."}}