{"id":"W4408220716","doi":"10.1101/2025.03.04.25323334","title":"Hidden Cities, Hidden Gaps: Measuring Facility Readiness for Maternal and Newborn Health Services and its Association with Person-Centered Maternity Care in Urban Informal Settlements of Nairobi, Lusaka and Ouagadougou cities","year":2025,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Manitoba Health","funders":"Bill and Melinda Gates Foundation","keywords":"Human settlement; Informal settlements; Maternal health; Geography; Health facility; Socioeconomics; Environmental health; Economic growth; Health services; Medicine; Sociology; Population; Economics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0007794526,0.0003482417,0.0002282014,0.001116843,0.0008882165,0.0008268483,0.0008714848,0.000311203,0.001360254],"category_scores_gemma":[0.002835853,0.0003070705,0.0004145287,0.001879036,0.0009166307,0.0005743637,0.001853351,0.0003550165,0.0001035901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00109696,"about_ca_system_score_gemma":0.001394485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1077209,"about_ca_topic_score_gemma":0.1972316,"domain_scores_codex":[0.9993781,0.00019931,0.00007609822,0.00008451726,0.00009756688,0.0001643303],"domain_scores_gemma":[0.9982645,0.0002640072,0.0009264342,0.00008590366,0.0001904399,0.0002688029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001581275,0.0000175015,0.9976282,0.00001521686,0.00002044665,0.00003002481,0.0009035236,0.0000592487,0.0001426648,0.00004024777,0.00004430571,0.001082863],"study_design_scores_gemma":[0.00000124667,0.00001829909,0.9968739,0.00001158303,0.000006319361,0.00002118988,0.002725865,0.0001852434,0.00004077723,0.000015289,0.00009685353,0.000003379685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999357,0.00003079605,0.00007879077,0.00002621228,0.000001106327,0.00002519974,0.000184737,0.000001714007,0.0002944414],"genre_scores_gemma":[0.9996007,0.00001899009,0.000161708,0.000005229611,8.522967e-7,0.00002924968,0.0001203345,5.865055e-7,0.00006231048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1077209,"threshold_uncertainty_score":0.2141878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02575705142771698,"score_gpt":0.265707347818388,"score_spread":0.239950296390671,"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."}}