{"id":"W7113444480","doi":"","title":"Digital Diabetic Retinopathy Screening – Reliability of Retinopathy detection and effect of JPEG compression","year":2002,"lang":"en","type":"article","venue":"Explore Bristol Research","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Reliability (semiconductor); Retinopathy; Compression (physics); Diabetic retinopathy; Data compression; JPEG","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":[],"consensus_categories":[],"category_scores_codex":[0.003541413,0.0003827813,0.0003590232,0.0008013357,0.0001829954,0.0005077663,0.0003139189,0.001069198,0.002110268],"category_scores_gemma":[0.0334161,0.0002950018,0.0003673993,0.0004847407,0.0003886021,0.000914033,0.0004005755,0.0005323112,0.0005249895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003019638,"about_ca_system_score_gemma":0.0002187475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002658271,"about_ca_topic_score_gemma":0.002444783,"domain_scores_codex":[0.9979659,0.0008927175,0.0001472691,0.0003317219,0.0005590614,0.0001033148],"domain_scores_gemma":[0.9395229,0.04705444,0.003223559,0.003049474,0.00667288,0.0004767447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03279345,0.0005570992,0.7047995,0.0003998867,0.001103649,0.0003936108,0.0005253896,0.01137095,0.09524189,0.0003450073,0.001533061,0.1509365],"study_design_scores_gemma":[0.0001546111,0.00287029,0.8936607,0.00007033566,0.0008362128,0.001853284,0.0001464409,0.04278446,0.0563349,0.000391213,0.0008272473,0.00007030521],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897521,0.002383777,0.004586589,0.0001143981,0.00005831755,0.00002764651,0.0003926297,0.0001321195,0.002552526],"genre_scores_gemma":[0.9977278,0.0002172382,0.001287876,0.00004886207,0.0000330505,0.000003976617,0.0002012644,0.000028315,0.0004516555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003541413,"threshold_uncertainty_score":0.01872897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06413290973924558,"score_gpt":0.3473840717595514,"score_spread":0.2832511620203059,"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."}}