{"id":"W4406247553","doi":"10.18280/ts.410643","title":"Automatic Digital Analysis System to Grade Diabetic Retinopathy by Integrated Stacking Model Concept","year":2024,"lang":"en","type":"article","venue":"Traitement du signal","topic":"Retinal Imaging and Analysis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stacking; Diabetic retinopathy; Computer science; Artificial intelligence; Ophthalmology; Optometry; Medicine; Diabetes mellitus; Chemistry; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000304757,0.0002926229,0.0006351498,0.0005554238,0.00008345707,0.0004016619,0.0001469011,0.00005679648,0.0002584587],"category_scores_gemma":[0.00003317029,0.0002290938,0.0004238288,0.001710081,0.00006256306,0.0001714011,0.00003560815,0.0002218993,0.00009527999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002697911,"about_ca_system_score_gemma":0.00008166652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003694562,"about_ca_topic_score_gemma":0.000001164409,"domain_scores_codex":[0.9977917,0.00005990472,0.0005925451,0.0005292259,0.0006236956,0.0004029254],"domain_scores_gemma":[0.9991676,0.00008321839,0.00007124219,0.000259485,0.0001074166,0.0003110234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000565387,0.003415802,0.07198669,0.009066678,0.04666853,0.00387367,0.03257176,0.1718452,0.2260976,0.005175097,0.1564329,0.2723007],"study_design_scores_gemma":[0.0003576287,0.0001820398,0.0002970628,0.0007307429,0.003413354,0.00001746068,0.001041952,0.9914455,0.001802963,0.00001798416,0.0004400611,0.0002532859],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8645768,0.0005767801,0.1313968,0.001429345,0.00006787193,0.0003528896,0.0002054035,0.0006454006,0.0007486749],"genre_scores_gemma":[0.9974206,0.000003185217,0.0008581155,0.0002405455,0.00008497572,0.0000448222,0.0003543922,0.00004035754,0.0009529857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8196002,"threshold_uncertainty_score":0.9342173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01118585069839419,"score_gpt":0.2600976311207366,"score_spread":0.2489117804223424,"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."}}