{"id":"W2057811332","doi":"10.1089/tmj.2007.0068","title":"Optometric Referrals to Retina Specialists: Evaluation and Triage via Teleophthalmology","year":2008,"lang":"en","type":"article","venue":"Telemedicine Journal and e-Health","topic":"Retinal Imaging and Analysis","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Referral; Telemedicine; Triage; Optometry; Ophthalmology; Medical emergency; Health care; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004153405,0.0001881653,0.0007964175,0.0009294358,0.0004229126,0.00001994889,0.00006615106,0.00005669483,0.0003392641],"category_scores_gemma":[0.0006810293,0.0001322273,0.00007155044,0.0009566972,0.0001209428,0.00007834547,0.00003434431,0.0004826522,0.00001431019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002190224,"about_ca_system_score_gemma":0.0003481981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003246326,"about_ca_topic_score_gemma":0.000006949771,"domain_scores_codex":[0.9976057,0.0002115777,0.0007581064,0.0003012095,0.0006966256,0.0004267942],"domain_scores_gemma":[0.998208,0.00008072267,0.0003535334,0.0001779701,0.000300157,0.0008796575],"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":[0.0006594643,0.0003479769,0.2955879,0.0003976779,0.0002817593,0.0007071311,0.003604638,0.00000417063,0.002308224,0.00003351393,0.164274,0.5317935],"study_design_scores_gemma":[0.005202067,0.00530587,0.9201645,0.000562766,0.0002393399,0.05096361,0.0007726319,0.0004077909,0.00007797273,0.000319765,0.01575479,0.0002289297],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9075407,0.009882843,0.0007016496,0.07938278,0.0002014363,0.0004074002,0.00000185803,0.00002652258,0.001854803],"genre_scores_gemma":[0.9805799,0.008510126,0.002080832,0.00605322,0.00155707,0.000006251004,0.00001625849,0.00001845227,0.001177942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6245765,"threshold_uncertainty_score":0.5392072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1272460417636541,"score_gpt":0.4348005652669316,"score_spread":0.3075545235032776,"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."}}