{"id":"W2618252612","doi":"10.2196/resprot.7743","title":"An mHealth Framework to Improve Birth Outcomes in Benue State, Nigeria: A Study Protocol","year":2017,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Minority Health and Health Disparities; Fogarty International Center; National Institutes of Health","keywords":"mHealth; Protocol (science); Medicine; Psychology; Computer science; Medical education; Psychological intervention; Nursing; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.02612775,0.001334706,0.002234516,0.00293478,0.005013723,0.002648184,0.002372544,0.002356949,0.0231502],"category_scores_gemma":[0.01138634,0.001570578,0.002327592,0.002034159,0.0015188,0.002278724,0.002871854,0.003268491,0.002597819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008490941,"about_ca_system_score_gemma":0.03703163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01063036,"about_ca_topic_score_gemma":0.02682183,"domain_scores_codex":[0.9921522,0.004538999,0.001468835,0.0004235596,0.0006321975,0.0007842327],"domain_scores_gemma":[0.9940355,0.001726557,0.0008431378,0.0003611369,0.002000555,0.001033123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03491238,0.05386336,0.04806099,0.111678,0.0007310996,0.005233389,0.05645652,0.004358243,0.00586812,0.0241413,0.0471651,0.6075315],"study_design_scores_gemma":[0.08909772,0.05951335,0.1880799,0.1286089,0.002286018,0.001585527,0.1161277,0.005247352,0.007064651,0.01329812,0.3883171,0.0007736328],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.008434754,0.0003646895,0.001405156,0.0003390293,0.00005261848,0.9855822,0.001542946,0.0000214878,0.002257173],"genre_scores_gemma":[0.006102864,0.0005887718,0.005356109,0.0001862797,0.00001230264,0.9869044,0.0003136303,0.000003088103,0.0005324287],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.02612775,"threshold_uncertainty_score":0.1381783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2973953747079962,"score_gpt":0.695751271187992,"score_spread":0.3983558964799958,"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."}}