{"id":"W4221042413","doi":"10.1186/s12913-022-07680-5","title":"Direct financial assistance for improved maternal and child health data: a pilot study supporting the health management information system in Malawi","year":2022,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Public Health Ontario; Hospital for Sick Children","funders":"Global Affairs Canada","keywords":"Health informatics; Health administration; Medicine; Intervention (counseling); Context (archaeology); Nursing research; Data quality; Public health; mHealth; Implementation research; Health services research; Health intervention; Environmental health; Nursing; Psychological intervention; 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":[0.008639459,0.0008413911,0.0006306114,0.001013295,0.004285438,0.001892956,0.002014287,0.001115803,0.002597363],"category_scores_gemma":[0.01244208,0.000856198,0.0006065747,0.001065338,0.002404595,0.00184331,0.002914403,0.00213004,0.0002931897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004647591,"about_ca_system_score_gemma":0.01276559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0410093,"about_ca_topic_score_gemma":0.08216628,"domain_scores_codex":[0.9923809,0.004543654,0.0002950765,0.0002779657,0.0003956906,0.002106698],"domain_scores_gemma":[0.9880496,0.004594962,0.001590574,0.0006577909,0.001360214,0.003746942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.004942629,0.2226385,0.2663698,0.004664347,0.0004108202,0.009265899,0.275419,0.001712097,0.01656068,0.001998611,0.003853587,0.192164],"study_design_scores_gemma":[0.005071068,0.1438529,0.5815794,0.0008450663,0.0004860207,0.001093743,0.2422744,0.003275427,0.006028825,0.0004734228,0.01485115,0.0001685847],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996823,0.00005689146,0.0002076163,0.000342382,0.000009023059,0.001900164,0.00007340135,0.00001243233,0.000575093],"genre_scores_gemma":[0.9934158,0.0002594186,0.002200521,0.0003777026,0.0000239109,0.003054167,0.0001083801,0.000004666997,0.0005554379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0410093,"threshold_uncertainty_score":0.08154124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05984529920138242,"score_gpt":0.4105917002522479,"score_spread":0.3507464010508655,"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."}}