{"id":"W2997132976","doi":"10.1097/icu.0000000000000649","title":"Glaucoma screening: where are we and where do we need to go?","year":2020,"lang":"en","type":"review","venue":"Current Opinion in Ophthalmology","topic":"Retinal Imaging and Analysis","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Glaucoma; Medicine; Telemedicine; Optometry; Optical coherence tomography; Computer science; Intensive care medicine; Health care; Ophthalmology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002434267,0.0006697455,0.003076245,0.000663006,0.00006652872,0.00006221797,0.0003331965,0.0004019775,0.000383224],"category_scores_gemma":[0.000153075,0.0005557745,0.0005352388,0.001035383,0.0001282301,0.00005314959,0.0003280579,0.001234582,0.0002512077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000112908,"about_ca_system_score_gemma":0.0001769379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002333578,"about_ca_topic_score_gemma":7.666462e-7,"domain_scores_codex":[0.9967784,0.0004008593,0.0009543956,0.001043056,0.0003057559,0.0005175069],"domain_scores_gemma":[0.9982075,0.0002211729,0.0004436283,0.0005526186,0.00009508717,0.00048001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005263002,0.0001342301,0.01364338,0.05066422,0.0002023536,0.0003670452,0.0001241373,2.930047e-7,2.599838e-7,0.0000666966,0.04097357,0.8937712],"study_design_scores_gemma":[0.0004778811,0.0002429662,0.000259411,0.09141164,0.000438384,0.004005734,0.0001435498,0.00003214415,6.409414e-8,0.00004951038,0.9025203,0.0004184146],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004098029,0.9852276,0.00007399094,0.01159442,0.00186781,0.0007782409,0.00006193468,0.00005480331,0.0003001907],"genre_scores_gemma":[0.00003353119,0.9974257,0.0004773205,0.000014688,0.001048183,0.0001359156,0.0001481306,0.00008436747,0.0006321301],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8933527,"threshold_uncertainty_score":0.9996894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1416151353202945,"score_gpt":0.4329367799310801,"score_spread":0.2913216446107856,"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."}}