{"id":"W4249812019","doi":"10.1111/aos.13689","title":"This issue of ACTA","year":2018,"lang":"en","type":"article","venue":"Acta Ophthalmologica","topic":"Retinopathy of Prematurity Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Ophthalmology; Glaucoma; Macular degeneration; Diabetic retinopathy; Glaucoma surgery; Cohort; Cataract surgery; Optometry; Diabetes mellitus; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002487359,0.0001645589,0.0004545165,0.00007167794,0.00009108104,0.000007159922,0.0002111472,0.0001561408,0.006040089],"category_scores_gemma":[0.0008226266,0.0001174341,0.0001111216,0.0001710232,0.0004630914,0.00005764287,0.0001790959,0.0001749218,0.0004775177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002441471,"about_ca_system_score_gemma":0.00003173987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003140859,"about_ca_topic_score_gemma":3.76774e-7,"domain_scores_codex":[0.9988462,0.00005275597,0.0002723201,0.0002890072,0.0002659127,0.0002737517],"domain_scores_gemma":[0.9989077,0.0001368451,0.000139737,0.0005078564,0.0002198097,0.00008800296],"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":[0.001240998,0.00120508,0.1412088,0.0005123882,0.0005073291,0.000958077,0.004239589,2.382899e-8,0.404178,0.0003105464,0.4425697,0.00306942],"study_design_scores_gemma":[0.001650087,0.007587817,0.6632664,0.0002985416,0.0002785873,0.004165208,0.0006048593,0.000018027,0.1376296,0.000959279,0.183029,0.0005127285],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7250456,0.000217412,5.431319e-7,0.004797523,0.0001909132,0.0002179999,0.000004726538,0.00005415357,0.2694711],"genre_scores_gemma":[0.987576,0.00006376325,0.002720098,0.0003493964,0.0003719311,0.00001007794,0.000004748262,0.00001421151,0.008889752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5220575,"threshold_uncertainty_score":0.9948685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04083688078663953,"score_gpt":0.3237111564512805,"score_spread":0.2828742756646409,"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."}}