{"id":"W4382394585","doi":"10.18280/ts.400310","title":"An Approach to Classify and Segment Diabetic Retinopathy and Retinopathy of Prematurity","year":2023,"lang":"en","type":"article","venue":"Traitement du signal","topic":"Retinopathy of Prematurity Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Retinopathy of prematurity; Diabetic retinopathy; Medicine; Optometry; Ophthalmology; Retinopathy; Diabetes mellitus; Gestational age; Endocrinology; Pregnancy; Biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001126104,0.000313817,0.0006681687,0.000265204,0.0001410879,0.00004203343,0.000136762,0.0001252093,0.00002704318],"category_scores_gemma":[0.0001098211,0.000273091,0.00007355109,0.0003559289,0.0002391871,0.0001063799,0.0001854426,0.000241865,0.00001155162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000478578,"about_ca_system_score_gemma":0.00003667521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001296578,"about_ca_topic_score_gemma":0.000002305385,"domain_scores_codex":[0.997526,0.0001540053,0.0005491464,0.0006573399,0.0006504475,0.0004630593],"domain_scores_gemma":[0.9988509,0.0001101548,0.0001400125,0.0003781481,0.0001289712,0.0003917794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002288285,0.003033309,0.4730739,0.007584366,0.0005745602,0.0002034367,0.04367677,0.00006661064,0.4358707,0.002268296,0.006869664,0.02449012],"study_design_scores_gemma":[0.002339871,0.00213163,0.9727703,0.0004264217,0.0002733644,0.00007793036,0.002633588,0.00281993,0.01540223,0.0003451794,0.000380623,0.0003989686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947417,0.0003948953,0.000181394,0.001312881,0.00008360121,0.001347143,0.00003877753,0.0001871406,0.001712402],"genre_scores_gemma":[0.9944959,0.0001326522,0.004634632,0.0002730553,0.0001443582,0.0001164798,0.00004263228,0.00003710022,0.0001231922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4996963,"threshold_uncertainty_score":0.9999721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02232035208339118,"score_gpt":0.2681590114325186,"score_spread":0.2458386593491275,"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."}}