{"id":"W4321488497","doi":"10.1371/journal.pgph.0000631","title":"Cataract services for all: Strategies for equitable access from a global modified Delphi process","year":2023,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; University of Ottawa","funders":"Buchanan Charitable Foundation; Moorfields Eye Charity; University of Auckland; Commonwealth Scholarship Commission; National Institute for Health and Care Research; Seva Foundation; Queen Elizabeth Diamond Jubilee Trust; Fred Hollows Foundation; National Institute for Health Research Biomedical Research Centre at Moorfields Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology; Government of the United Kingdom; Wellcome Trust; Wellcome; World Health Organization","keywords":"Stakeholder; Population; Business; Medicine; Delphi method; Service delivery framework; Service (business); Cataract surgery; Socioeconomic status; Public relations; Optometry; Marketing; Political science; Environmental health; Computer science; Ophthalmology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2340792,0.00177956,0.001032913,0.004424646,0.008352247,0.007888812,0.003388767,0.003873394,0.01193697],"category_scores_gemma":[0.1311691,0.001320852,0.001832585,0.002940272,0.007334028,0.01164612,0.03731954,0.005858728,0.002086297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008205983,"about_ca_system_score_gemma":0.03358068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003445907,"about_ca_topic_score_gemma":0.004277879,"domain_scores_codex":[0.7742557,0.204247,0.005742916,0.002771829,0.006757356,0.006225218],"domain_scores_gemma":[0.9038908,0.06582693,0.003300462,0.006252696,0.01312058,0.007608511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006501779,0.0009787316,0.006608941,0.003628787,0.0001444306,0.001619731,0.5568138,0.005577802,0.005460138,0.08273964,0.03928957,0.2964883],"study_design_scores_gemma":[0.0004529903,0.002063848,0.00729091,0.005577751,0.0001019175,0.001102613,0.5173843,0.01228935,0.003107864,0.1810755,0.2690772,0.0004756424],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2330728,0.002899653,0.4446718,0.1256357,0.001712255,0.09977907,0.0006625504,0.0008265737,0.09073956],"genre_scores_gemma":[0.5352236,0.002350614,0.3926727,0.0125131,0.0002906561,0.04865597,0.0003670329,0.0002165818,0.007709689],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2340792,"threshold_uncertainty_score":0.9445167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1359889816561619,"score_gpt":0.4202392125649164,"score_spread":0.2842502309087545,"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."}}