{"id":"W3128188926","doi":"10.26443/mjm.v1i1.435","title":"Retinopathy of Prematurity: A Clinical Approach","year":2020,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"Retinopathy of Prematurity Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Research Chairs; University of Toronto","funders":"","keywords":"Retinopathy of prematurity; Medicine; Childhood blindness; Blindness; Retinopathy; Incidence (geometry); Pediatrics; Retinal detachment; Pathophysiology; Retinal Disorder; Retina; Ophthalmology; Retinal; Pregnancy; Optometry; Internal medicine; Gestational age; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002329068,0.000224362,0.00176866,0.0001562173,0.00005634768,0.000002558568,0.000282391,0.0001640477,0.00007554939],"category_scores_gemma":[0.006156955,0.0001450713,0.0003615793,0.0003276795,0.0004922346,0.00008433363,0.0001043532,0.0009686567,0.000007284636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003204104,"about_ca_system_score_gemma":0.00007400443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003302978,"about_ca_topic_score_gemma":1.732056e-7,"domain_scores_codex":[0.9962295,0.0002355159,0.001952939,0.0002492826,0.00109375,0.0002390593],"domain_scores_gemma":[0.9968756,0.000315249,0.001230462,0.0002847608,0.000765795,0.0005281604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02230704,0.004445711,0.1413146,0.01156634,0.00455773,0.005155836,0.01513388,0.0000224567,0.08599197,0.002700376,0.6262863,0.08051774],"study_design_scores_gemma":[0.08826713,0.07736523,0.3354636,0.01448451,0.00960695,0.02107312,0.01494838,0.001458414,0.02321867,0.002287433,0.4102881,0.00153844],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6922355,0.0146559,0.001088082,0.2316202,0.001941608,0.001308984,0.00003139061,0.0001120367,0.05700626],"genre_scores_gemma":[0.9790961,0.0013115,0.01031798,0.007301789,0.00185291,0.000001510547,0.00000289817,0.00003079935,0.00008448116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2868606,"threshold_uncertainty_score":0.7370895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1264545273435347,"score_gpt":0.362549097450821,"score_spread":0.2360945701072862,"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."}}