{"id":"W6944141921","doi":"10.17605/osf.io/cxdu4","title":"How often and in what ways are underserved groups included in population-based eye health surveys? A methodological study","year":2022,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Health equity; Population; Equity (law); Population health; Ethnic group; Commission; Public health; Global health; Visual impairment","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":["metaresearch"],"category_scores_codex":[0.6185238,0.001260409,0.002191083,0.009397959,0.005828745,0.008341831,0.006304068,0.005037769,0.003572615],"category_scores_gemma":[0.7604728,0.001975504,0.005360519,0.01406724,0.01016327,0.01104822,0.01262198,0.003289778,0.0007888381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009745892,"about_ca_system_score_gemma":0.01523471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01121641,"about_ca_topic_score_gemma":0.01616436,"domain_scores_codex":[0.2128553,0.6466089,0.0818353,0.01922198,0.03537505,0.004103458],"domain_scores_gemma":[0.3113242,0.4476523,0.08125529,0.0816698,0.07463721,0.003461162],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002001794,0.0008104998,0.6196846,0.02001402,0.008679533,0.0004863222,0.09940672,0.001192168,0.001515176,0.05945026,0.01869882,0.1680601],"study_design_scores_gemma":[0.001975435,0.005634872,0.3674218,0.07026232,0.01129824,0.002803791,0.1532317,0.01460318,0.006292524,0.08073137,0.2848185,0.0009261915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3446504,0.05613837,0.4269066,0.0640265,0.006317431,0.06792999,0.00838817,0.0003251912,0.02531741],"genre_scores_gemma":[0.6788087,0.005988375,0.1898883,0.02660577,0.001087946,0.09342355,0.001865331,0.0002096936,0.002122206],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3814762,"threshold_uncertainty_score":0.470428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1602705511918814,"score_gpt":0.4001098761992116,"score_spread":0.2398393250073302,"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."}}