{"id":"W3081274489","doi":"10.15353/cjo.v79i1.1606","title":"Screening, Diagnosis, and Management of Open Angle Glaucoma","year":2019,"lang":"en","type":"article","venue":"Canadian journal of optometry/CJO. Canadian journal of optometry","topic":"Glaucoma and retinal disorders","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Glaucoma; Medicine; Optometry; Asymptomatic; Blindness; Disease; Optic neuropathy; Open angle glaucoma; Public health; Ophthalmology; Optic nerve; Surgery; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001650597,0.0004819358,0.001531779,0.005935761,0.0002468813,0.0003196759,0.001417956,0.0003026328,0.001915857],"category_scores_gemma":[0.0002000931,0.0004315786,0.0005381754,0.002650703,0.0004108606,0.0007843214,0.0000893805,0.001046354,0.00002370598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00054661,"about_ca_system_score_gemma":0.003129988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005451034,"about_ca_topic_score_gemma":0.001547235,"domain_scores_codex":[0.9958654,0.0001495645,0.001696988,0.0003425656,0.0008674539,0.001078024],"domain_scores_gemma":[0.9916828,0.0001625285,0.001520808,0.0004945249,0.00109667,0.005042644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001848754,0.00007323692,0.9784581,0.0005040694,0.001074553,0.003047066,0.0002889161,0.000009137402,0.000061466,0.00003534435,0.01298796,0.003275258],"study_design_scores_gemma":[0.004253418,0.001231515,0.9610263,0.002848565,0.0005866455,0.005025428,0.002540547,0.0000219747,0.0003205602,0.000008423828,0.02172955,0.0004070493],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770205,0.01305261,0.0001669018,0.002749913,0.001091238,0.0006633491,0.00009057104,0.000003665874,0.005161232],"genre_scores_gemma":[0.9905694,0.001396562,0.006141955,0.0006353344,0.0002189056,0.000003499136,0.000009409094,0.00008887264,0.0009361114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01743179,"threshold_uncertainty_score":0.9998136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01480542501292078,"score_gpt":0.3114482500413579,"score_spread":0.2966428250284371,"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."}}