{"id":"W4394390144","doi":"10.6084/m9.figshare.24328660","title":"<b>MAPLES-DR: </b>MESSIDOR Anatomical and Pathological Labels for Explainable Screening of Diabetic Retinopathy","year":2023,"lang":"en","type":"dataset","venue":"Open MIND","topic":"Retinal Imaging and Analysis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pathological; Diabetic retinopathy; Medicine; Pathology; Dermatology; Ophthalmology; Optometry; Diabetes mellitus; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001017465,0.0002907964,0.001155336,0.0002255901,0.0001085154,0.0001153626,0.0003830077,0.0002893121,0.0002847592],"category_scores_gemma":[0.000908296,0.0002287698,0.0001889383,0.0002948325,0.0002035927,0.00006825515,0.0004462347,0.0003811906,0.0001286044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000251206,"about_ca_system_score_gemma":0.0001013223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000175304,"about_ca_topic_score_gemma":0.00001405019,"domain_scores_codex":[0.9980161,0.0001052646,0.0005334659,0.0006769055,0.000279166,0.0003891418],"domain_scores_gemma":[0.9984692,0.0003707162,0.000293616,0.0005348139,0.0001365368,0.0001951294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002465961,0.0001224118,0.0005355401,0.0003615865,0.0001340249,0.0004799978,0.00003458228,0.000001084853,0.0004970169,9.277436e-7,0.9859883,0.01159792],"study_design_scores_gemma":[0.002259885,0.0007220369,0.0008130984,0.001601057,0.001833511,0.0001260139,0.0004848154,0.0004477478,0.001726549,0.00005605615,0.9894865,0.0004427454],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.05539702,0.0004300486,0.00006743513,0.0009843031,0.00008825384,0.0009649911,0.9418786,0.000006055977,0.0001833086],"genre_scores_gemma":[0.001808936,0.0002749683,0.01015778,0.0001223296,0.0001928186,0.0001159409,0.9823075,0.00004798759,0.004971718],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.05358808,"threshold_uncertainty_score":0.9328961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07634985000243615,"score_gpt":0.3758245841834512,"score_spread":0.299474734181015,"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."}}