{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005152942,0.000536741,0.0005313511,0.001638665,0.0004865252,0.000903232,0.0009258011,0.001208111,0.001335068],"category_scores_gemma":[0.0005958783,0.0002877498,0.001067441,0.000791225,0.0003098019,0.0005441007,0.0007943534,0.0009508337,0.000791728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008159656,"about_ca_system_score_gemma":0.001320842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01173731,"about_ca_topic_score_gemma":0.0126401,"domain_scores_codex":[0.9995863,0.00003912405,0.00003129545,0.0001420758,0.0001329156,0.00006837093],"domain_scores_gemma":[0.9997839,0.00002689488,0.00002718138,0.00002717832,0.0001083745,0.00002648433],"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":[0.0003844489,0.00028254,0.01152397,0.0001930124,0.0001788285,0.0006649512,0.0002340932,0.0517094,0.05181272,0.007198007,0.01114633,0.8646717],"study_design_scores_gemma":[0.00003158944,0.0002812042,0.008037258,0.00008298044,0.0001589358,0.001512506,0.0002002192,0.9247186,0.03776326,0.008134314,0.01902808,0.0000510641],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05826657,0.003088861,0.9274607,0.001334231,0.0002303889,0.0002265142,0.0008101363,0.00277969,0.005802972],"genre_scores_gemma":[0.4197503,0.002028924,0.5615631,0.0009728906,0.0001864993,0.0001415466,0.002217332,0.0001314945,0.01300776],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01173731,"threshold_uncertainty_score":0.02333802,"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."}}