{"id":"W4388467551","doi":"10.2196/50467","title":"Development and Pilot Implementation of Neotree, a Digital Quality Improvement Tool Designed to Improve Newborn Care and Survival in 3 Hospitals in Malawi and Zimbabwe: Cost Analysis Study","year":2023,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; National Institute for Health and Care Research; Wellcome Trust","keywords":"mHealth; Quality (philosophy); Medicine; Nursing; Computer science; Psychological intervention","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":[0.005590029,0.0009606979,0.000492131,0.001968276,0.0005514083,0.001327483,0.001020427,0.0006472434,0.001706776],"category_scores_gemma":[0.01693976,0.0004610895,0.00138098,0.00243149,0.0007440471,0.001706133,0.002308153,0.0007938921,0.000113931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01277877,"about_ca_system_score_gemma":0.006380547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0654326,"about_ca_topic_score_gemma":0.06112032,"domain_scores_codex":[0.9952421,0.002678544,0.0003070224,0.0002499934,0.0007703017,0.0007519408],"domain_scores_gemma":[0.9889333,0.004785763,0.002992744,0.0006661838,0.001645669,0.0009763547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005711303,0.004521228,0.6498796,0.00301331,0.002047373,0.001042078,0.001776291,0.09148885,0.002616845,0.00280122,0.002743632,0.2323582],"study_design_scores_gemma":[0.001995973,0.01148441,0.8395599,0.0009927271,0.001480164,0.0005086758,0.003627301,0.1320329,0.002639246,0.0009417228,0.004579607,0.0001573661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991861,0.0004242513,0.002875551,0.0004485067,0.00000839476,0.001795388,0.001598678,0.00003395517,0.0009541726],"genre_scores_gemma":[0.9921588,0.0003912448,0.005755897,0.00008405729,0.000005402836,0.0009146611,0.0005326633,0.000005260535,0.0001520462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0654326,"threshold_uncertainty_score":0.1301035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04099541307195499,"score_gpt":0.4048719615159213,"score_spread":0.3638765484439663,"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."}}