{"id":"W2793338210","doi":"10.1001/jamaophthalmol.2018.0376","title":"Validation of the Colorado Retinopathy of Prematurity Screening Model","year":2018,"lang":"en","type":"article","venue":"JAMA Ophthalmology","topic":"Retinopathy of Prematurity Studies","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Eye Institute; National Institutes of Health; Hospital for Sick Children; University of California, San Francisco; Children's Hospital of Philadelphia; Vanderbilt University Medical Center; Saint Louis University; Loma Linda University; National Center for Research Resources; University of Pennsylvania; Seattle Children's Research Institute; Indiana University Health; University of Louisville; University of Minnesota; Vanderbilt University; University of Oklahoma","keywords":"Retinopathy of prematurity; Medicine; Gestational age; Pediatrics; Birth weight; Retrospective cohort study; Cohort study; Population; Cohort; Pregnancy; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0006106129,0.0001459491,0.0005041334,0.00008596891,0.00009131012,0.000004831734,0.0002465588,0.0002284538,0.00006327999],"category_scores_gemma":[0.001185321,0.000104146,0.0001500946,0.0002310935,0.0007447418,0.00007425038,0.0002542791,0.0002589499,0.000006667154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002577557,"about_ca_system_score_gemma":0.00007730321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003716874,"about_ca_topic_score_gemma":8.871732e-7,"domain_scores_codex":[0.9985361,0.0001812233,0.000470089,0.0002553779,0.0003344721,0.0002227463],"domain_scores_gemma":[0.9982729,0.0001495002,0.0004102984,0.0005841806,0.0005355033,0.00004763971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003435532,0.0009421806,0.6706579,0.001622815,0.0004549639,0.0001339291,0.00843774,0.0002097109,0.305156,0.002913699,0.004221632,0.001813901],"study_design_scores_gemma":[0.001584472,0.001268786,0.490266,0.000429449,0.0002260209,0.002052936,0.0003413213,0.00565928,0.4942546,0.003695981,0.00005389862,0.0001672163],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981163,0.0001419003,0.000247324,0.001796013,0.0002277874,0.0004786017,0.00001623488,0.00002199682,0.01590713],"genre_scores_gemma":[0.9897556,0.00000595234,0.009559675,0.0000812599,0.0001183477,0.00001198385,0.000004974804,0.00001656274,0.000445625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1890986,"threshold_uncertainty_score":0.4246949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03755423774910752,"score_gpt":0.3092131845606761,"score_spread":0.2716589468115685,"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."}}