{"id":"W4396630032","doi":"10.2196/55000","title":"Health Information System Strengthening During Antenatal Care in Haiti: Continuous Quality Improvement Study","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"W.K. Kellogg Foundation","keywords":"Quality management; Quality (philosophy); Medicine; Nursing; Environmental health; Business","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":[0.02260301,0.00037188,0.0005578197,0.001511979,0.001877303,0.001913915,0.0009889234,0.0007811383,0.0008587222],"category_scores_gemma":[0.03548056,0.0004713979,0.0008065685,0.002603693,0.001124228,0.001592278,0.002263624,0.001904618,0.00008876582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005994076,"about_ca_system_score_gemma":0.02244111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03999257,"about_ca_topic_score_gemma":0.05977517,"domain_scores_codex":[0.9895474,0.005495778,0.001296895,0.0006186956,0.001716062,0.001325246],"domain_scores_gemma":[0.9662572,0.008675008,0.01015869,0.002079536,0.00724942,0.005580216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008723717,0.007525782,0.8781862,0.001540008,0.0004859758,0.000183618,0.02061758,0.0003881048,0.0005536725,0.0003390829,0.001478372,0.08782917],"study_design_scores_gemma":[0.0002228852,0.003374755,0.9827733,0.0005386719,0.0002617044,0.00007089412,0.009711123,0.0007142102,0.0003100209,0.00005124102,0.001938581,0.00003250363],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945323,0.0004743903,0.0004004455,0.001162939,0.00003417049,0.001725463,0.0003605574,0.00001691023,0.001292746],"genre_scores_gemma":[0.9951335,0.000397021,0.002197535,0.0004166291,0.00003093847,0.00130458,0.0003485552,0.000004202901,0.0001670261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03999257,"threshold_uncertainty_score":0.1195375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03281758173539353,"score_gpt":0.4250726546919237,"score_spread":0.3922550729565302,"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."}}