{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007118896,0.000374161,0.0008033093,0.00007453024,0.0003950717,0.0004433532,0.0006697991,0.0002010812,0.00003234422],"category_scores_gemma":[0.0001200643,0.000316475,0.0001724476,0.000857552,0.00004952877,0.0009103021,0.0001889795,0.0001505237,0.00006625122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007503448,"about_ca_system_score_gemma":0.003314438,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01210486,"about_ca_topic_score_gemma":0.002392014,"domain_scores_codex":[0.9957679,0.00006215028,0.0007544849,0.000758951,0.0006629351,0.0019936],"domain_scores_gemma":[0.997448,0.00009897525,0.0003189823,0.0004337273,0.0005399905,0.001160268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.01062714,0.008797672,0.2463379,0.08695774,0.00415443,0.0001766369,0.007569328,0.001304267,0.0001930696,0.2873091,0.2806596,0.06591319],"study_design_scores_gemma":[0.0206608,0.004853046,0.299401,0.00206852,0.0005610189,0.0001207031,0.01523485,0.05497858,0.00006455799,0.4227583,0.1773556,0.001943081],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8976409,0.0007205112,0.001838682,0.08327676,0.000493467,0.003708391,0.008599444,0.0008568492,0.002865037],"genre_scores_gemma":[0.9708956,0.0001676401,0.000601744,0.0242401,0.0006709586,0.0004916189,0.002844965,0.00003467887,0.00005272283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1354492,"threshold_uncertainty_score":0.9999287,"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."}}