{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02120523,0.001083791,0.001074878,0.001437471,0.0007711727,0.001154281,0.001909748,0.0007890271,0.001492021],"category_scores_gemma":[0.0391876,0.0004663604,0.001204955,0.0008099843,0.0005649888,0.0006082553,0.001510131,0.001099934,0.000554846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001712775,"about_ca_system_score_gemma":0.004250643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06197514,"about_ca_topic_score_gemma":0.02301561,"domain_scores_codex":[0.9935786,0.004121312,0.0002620773,0.001126512,0.0005938489,0.0003176077],"domain_scores_gemma":[0.97151,0.01940463,0.001767835,0.001538313,0.004957394,0.0008217414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00169218,0.000511612,0.8004944,0.0001056868,0.0008481373,0.0001573138,0.0001490908,0.1577825,0.0003330571,0.000941051,0.006544931,0.03044007],"study_design_scores_gemma":[0.0002187962,0.0005412913,0.07798356,0.00009492527,0.0002284142,0.0001863447,0.0001023941,0.9176587,0.0004546313,0.0008677712,0.00163049,0.00003268263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9624614,0.0007471622,0.02713611,0.001096292,0.0001175447,0.0006077795,0.003292999,0.0003809973,0.004159857],"genre_scores_gemma":[0.9842854,0.0001398498,0.01148688,0.0001541655,0.00002865761,0.000203707,0.003170578,0.00003194909,0.0004988402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06197514,"threshold_uncertainty_score":0.1232288,"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."}}