{"id":"W2109686930","doi":"","title":"The Global Education Network for Retinopathy of Prematurity (Gen-Rop): Development, Implementation, and Evaluation of A Novel Tele-Education System (An American Ophthalmological Society Thesis).","year":2015,"lang":"en","type":"article","venue":"PubMed","topic":"Retinopathy of Prematurity Studies","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Retinopathy of prematurity; Medicine; Telemedicine; Cohen's kappa; Optometry; Ophthalmology; Health care; Computer science; Gestational age","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005926511,0.0002494489,0.0001514304,0.0004307478,0.0002836226,0.0005861869,0.0006966345,0.000512906,0.00206051],"category_scores_gemma":[0.007609949,0.0001179017,0.0001907711,0.0002323786,0.0003255196,0.0007624719,0.001255643,0.0003879743,0.000415002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008556389,"about_ca_system_score_gemma":0.003167251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003144341,"about_ca_topic_score_gemma":0.004075691,"domain_scores_codex":[0.9980764,0.00107852,0.00009343451,0.0001664399,0.0004468019,0.0001384361],"domain_scores_gemma":[0.9961067,0.001351943,0.0005194129,0.000336354,0.0008244073,0.0008611056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0020247,0.007675148,0.1908708,0.0006085973,0.00008771878,0.0003068193,0.001329666,0.002698879,0.01450713,0.0006482294,0.007341145,0.7719011],"study_design_scores_gemma":[0.002822499,0.034477,0.8534958,0.0006795837,0.0004018724,0.00171766,0.002217729,0.02606551,0.03402298,0.0006360167,0.04335445,0.0001088943],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752116,0.0005336364,0.01277453,0.001134027,0.0001045161,0.003994991,0.0005937056,0.0007850892,0.004867998],"genre_scores_gemma":[0.881291,0.0006305228,0.1096149,0.0007355085,0.00008096856,0.002692442,0.00216612,0.0000933939,0.00269519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005926511,"threshold_uncertainty_score":0.03134274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1023511595790687,"score_gpt":0.3785702206406245,"score_spread":0.2762190610615558,"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."}}