{"id":"W4406257753","doi":"10.1101/2025.01.09.25320278","title":"Levels and Determinants of Person-Centered Maternity Care Among Women Living in Urban Informal Settlements: Evidence from Client Exit Surveys in Nairobi, Lusaka and Ouagadougou","year":2025,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Manitoba Health","funders":"Bill and Melinda Gates Foundation","keywords":"Informal settlements; Human settlement; Socioeconomics; Environmental health; Geography; Economic growth; Business; Medicine; Sociology; 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":[0.0008029997,0.0002760178,0.0003118555,0.0009534382,0.001012766,0.0008278046,0.0007308062,0.0004136993,0.00148051],"category_scores_gemma":[0.003203318,0.0003770201,0.0003368316,0.002315844,0.0009250361,0.0005365632,0.001353529,0.0004500409,0.0001973758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009890019,"about_ca_system_score_gemma":0.001217152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.172066,"about_ca_topic_score_gemma":0.2690722,"domain_scores_codex":[0.9992825,0.0002180023,0.00006923569,0.0001001717,0.0001256495,0.0002044425],"domain_scores_gemma":[0.9984831,0.0002639845,0.0007429874,0.00007157229,0.0002293253,0.0002090561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001250378,0.00002282668,0.9954667,0.00003094264,0.0000156616,0.00004965459,0.002903222,0.00001307867,0.0001132979,0.00002385258,0.00004512099,0.001303124],"study_design_scores_gemma":[0.000001466475,0.00001523028,0.9940169,0.00003049011,0.000007505468,0.00002916749,0.00569249,0.00005856795,0.00002193631,0.0000100584,0.0001133771,0.000002858767],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992027,0.0000847308,0.00003482652,0.00005194265,9.466548e-7,0.00001535999,0.0003074483,8.21427e-7,0.000301231],"genre_scores_gemma":[0.9994465,0.0001204669,0.00005471429,0.00002326566,0.00000124663,0.00002400108,0.0002144598,8.098525e-7,0.000114644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.172066,"threshold_uncertainty_score":0.3421289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04724833100103707,"score_gpt":0.3074240932049281,"score_spread":0.260175762203891,"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."}}