{"id":"W4409741580","doi":"10.1016/s2214-109x(24)00535-7","title":"Supply-side and demand-side factors affecting allopathic primary care service delivery in low-income and middle-income country cities","year":2025,"lang":"en","type":"review","venue":"The Lancet Global Health","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"University of Glasgow; University of Warwick; Medical Research Council; National Institute for Health and Care Research","keywords":"Supply side; Demand side; Business; Low and middle income countries; Primary care; Low income; Service delivery framework; Service (business); Economic growth; Socioeconomics; Medicine; Developing country; Economics; Marketing; Family medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009502129,0.0006958169,0.00353411,0.0001346706,0.0003309399,0.00007017931,0.0003531506,0.0003811477,0.000004330844],"category_scores_gemma":[0.00005981481,0.0004539905,0.0001497856,0.0006128312,0.0001150282,0.00008818506,0.0004262889,0.001054954,0.000008737316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001757207,"about_ca_system_score_gemma":0.002074576,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008441015,"about_ca_topic_score_gemma":0.005617123,"domain_scores_codex":[0.9961986,0.0006315079,0.0009906982,0.0006678412,0.0004490422,0.001062306],"domain_scores_gemma":[0.9980018,0.0004722725,0.0004641637,0.0005620248,0.0001014998,0.0003982383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.0002204758,0.00004772826,0.1716728,0.7451341,0.0001556403,0.0001495606,0.001213366,0.000001773026,4.183766e-8,0.0005279864,0.00008344215,0.0807931],"study_design_scores_gemma":[0.00202439,0.0003313945,0.5743436,0.3867193,0.0005577031,0.0007865926,0.001245062,0.000005210521,1.799851e-7,0.0003940553,0.03299683,0.000595707],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1829961,0.8120654,7.756385e-7,0.0008260286,0.0003539209,0.001575402,0.000928457,0.0001017965,0.001152197],"genre_scores_gemma":[0.02188199,0.9703221,0.00006637268,0.006809031,0.0004747646,0.00002812874,0.0003380147,0.00003452237,0.00004511631],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4026708,"threshold_uncertainty_score":0.9997912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02683780311945812,"score_gpt":0.3272066178296674,"score_spread":0.3003688147102093,"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."}}