{"id":"W2921657420","doi":"10.1371/journal.pone.0213600","title":"A quality assessment of Health Management Information System (HMIS) data for maternal and child health in Jimma Zone, Ethiopia","year":2019,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Canadian Institutes of Health Research; Ontario Ministry of Research and Innovation; Global Affairs Canada; Jimma University; Ontario Ministry of Research, Innovation and Science; International Development Research Centre; University of Ottawa","keywords":"Medicine; Environmental health; Data quality; Intraclass correlation; Population; Spearman's rank correlation coefficient; Christian ministry; Statistics; Operations management","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03192749,0.0003210801,0.0004129467,0.004252679,0.0009313741,0.002285943,0.0007510745,0.0003510947,0.0004340004],"category_scores_gemma":[0.06672907,0.0002886876,0.0005983966,0.006558052,0.0006287783,0.001152512,0.001224727,0.0005234707,0.00006828259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002478685,"about_ca_system_score_gemma":0.004088175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02249471,"about_ca_topic_score_gemma":0.01635579,"domain_scores_codex":[0.9734288,0.01335671,0.004934722,0.001366757,0.006154791,0.0007581858],"domain_scores_gemma":[0.9273061,0.02648964,0.023751,0.005093647,0.01603926,0.001320309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008803455,0.00005378453,0.9770939,0.0002242585,0.0001624755,0.00006043802,0.001787642,0.000650086,0.0002826877,0.0002718185,0.0006358318,0.01868908],"study_design_scores_gemma":[0.00001269197,0.0001265188,0.9913412,0.000188373,0.0000828433,0.0001008724,0.00254573,0.002409479,0.0007140821,0.000124331,0.00233479,0.00001899271],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861051,0.0007882831,0.004330503,0.0007240183,0.00004834041,0.0005007028,0.005458934,0.00004035582,0.002003718],"genre_scores_gemma":[0.9893415,0.0002540741,0.007192331,0.0001118224,0.00002385616,0.0003465118,0.002545561,0.000006279487,0.0001781044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03192749,"threshold_uncertainty_score":0.1688507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0715087736600613,"score_gpt":0.3492366612521986,"score_spread":0.2777278875921373,"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."}}