{"id":"W4414903728","doi":"10.1101/2025.10.04.25337039","title":"Factors influencing access to diabetic eye care among people living with diabetes attending a tertiary hospital in Dar es salaam, Tanzania: a qualitative study","year":2025,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Retinal Imaging and Analysis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Community Based Research","funders":"","keywords":"Diabetes mellitus; Eye care; Referral; Blindness; Qualitative research; Affect (linguistics); Visual impairment; Health care","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":[0.0007377102,0.0007069532,0.001557431,0.001187513,0.0001515274,0.0002917365,0.0006218036,0.0001695931,0.00002289894],"category_scores_gemma":[0.001135192,0.0005452667,0.0002784259,0.001230165,0.0001116373,0.0002622272,0.00130355,0.001174994,0.000003849061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004154237,"about_ca_system_score_gemma":0.0002366454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001619932,"about_ca_topic_score_gemma":0.001101611,"domain_scores_codex":[0.996049,0.0005553318,0.0007532472,0.001247791,0.000709485,0.0006850974],"domain_scores_gemma":[0.997575,0.0006875141,0.000337298,0.0008091955,0.0003162164,0.0002747467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008579702,0.000212739,0.7648149,0.0009601419,0.000442572,0.00005027798,0.2330311,0.0002259586,0.00009795397,3.330771e-7,0.00001052399,0.0001450006],"study_design_scores_gemma":[0.0003576234,0.000244535,0.8134286,0.007693886,0.0007728216,1.320801e-7,0.176475,0.0001822838,0.0003608522,0.000005515281,9.284295e-7,0.0004777831],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971569,0.0003091575,0.00008340951,0.0004224818,0.0001858533,0.001542975,0.00004407507,0.0001637749,0.00009135927],"genre_scores_gemma":[0.9989849,0.000007269041,0.0001609997,0.0001202345,0.00008460524,0.0004185374,0.00005398127,0.0000712583,0.00009815859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05655607,"threshold_uncertainty_score":0.9996999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0166447955095175,"score_gpt":0.3314081263801098,"score_spread":0.3147633308705923,"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."}}