{"id":"W4406968045","doi":"10.1097/01.eem.0001098368.03215.a5","title":"Saturday Night Retinopathy Strikes Patients—and EPs","year":2025,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Retinopathy of Prematurity Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Retinopathy; Medicine; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003796837,0.0003508599,0.0007556218,0.0003115982,0.0001979585,0.000004370053,0.000160373,0.0001555935,0.001126616],"category_scores_gemma":[0.002141766,0.0002548395,0.0001130395,0.0005403886,0.0002004289,0.00007936165,0.0001466264,0.0004214836,0.00004276456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006066072,"about_ca_system_score_gemma":0.00006098555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001848385,"about_ca_topic_score_gemma":0.00009308301,"domain_scores_codex":[0.997555,0.0000983257,0.0008274702,0.0005689912,0.0005280871,0.0004221513],"domain_scores_gemma":[0.9986725,0.0001107226,0.0001706026,0.000511114,0.0003156137,0.0002194238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000192929,0.0001756597,0.4651516,0.0004723977,0.0001437642,0.00001652979,0.001901658,1.344078e-7,0.001523921,0.0008608055,0.5191143,0.01044636],"study_design_scores_gemma":[0.00366226,0.0008854715,0.6965044,0.000764018,0.0004913006,0.000009734921,0.001236213,0.0000214004,0.0008860714,0.001556302,0.2936731,0.0003097471],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8070111,0.01533599,0.00008850208,0.0332053,0.005175534,0.001034815,0.000008547607,0.0001944932,0.1379457],"genre_scores_gemma":[0.9478209,0.009384731,0.000590689,0.001662947,0.00112194,0.00006769933,0.00006980947,0.00004768226,0.0392336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2313528,"threshold_uncertainty_score":0.9999904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01624502667342023,"score_gpt":0.3045564821858873,"score_spread":0.2883114555124671,"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."}}