{"id":"W2944855472","doi":"10.1186/s41256-019-0098-y","title":"Effect of a community health worker mHealth monitoring system on uptake of maternal and newborn health services in Rwanda","year":2019,"lang":"en","type":"article","venue":"Global Health Research and Policy","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; University of British Columbia","funders":"Michael Smith Health Research BC","keywords":"Medicine; mHealth; Public health; Environmental health; Psychological intervention; Health facility; Vaccination; Demography; Pediatrics; Population; Health services; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009690425,0.000595784,0.0004110262,0.0005489729,0.0004088801,0.001136115,0.0008975492,0.0007673739,0.001243316],"category_scores_gemma":[0.03394703,0.0004125969,0.001334227,0.0005807343,0.0006953912,0.001212127,0.001590247,0.001080743,0.0001998541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003055854,"about_ca_system_score_gemma":0.002893721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04068208,"about_ca_topic_score_gemma":0.02148546,"domain_scores_codex":[0.9865492,0.01000609,0.0004627074,0.0006775598,0.0007629645,0.001541606],"domain_scores_gemma":[0.9803971,0.01076452,0.005474688,0.0007690921,0.001395569,0.001199067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003458989,0.002762011,0.9022822,0.0006816094,0.000727574,0.0003730508,0.001829348,0.005993146,0.001607253,0.0003868766,0.001075041,0.07882281],"study_design_scores_gemma":[0.0002533255,0.006931268,0.9789863,0.0004060243,0.0005777622,0.0001218235,0.001154983,0.009553819,0.0009747162,0.00009074959,0.0009163503,0.00003278148],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975374,0.0003039209,0.0002892319,0.000458731,0.00002360763,0.0001302533,0.0002032561,0.00002894136,0.00102472],"genre_scores_gemma":[0.998997,0.0001506558,0.0004140091,0.0000803425,0.00001341775,0.00009705166,0.00008576582,0.000003577958,0.0001580312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04068208,"threshold_uncertainty_score":0.08089054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08554888781359561,"score_gpt":0.5450983861350753,"score_spread":0.4595494983214797,"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."}}