{"id":"W2165734969","doi":"10.2174/1874364100903010054","title":"Evaluating Optic Nerve Damage: Pearls and Pitfalls","year":2009,"lang":"en","type":"article","venue":"The Open Ophthalmology Journal","topic":"Glaucoma and retinal disorders","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Glaucoma; Optic nerve; Ophthalmology; Retinal; Nerve fiber layer; Optic neuropathy; Optical coherence tomography; Physical examination; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.001561778,0.000135799,0.0002885372,0.00005827137,0.0004194812,0.0001403196,0.0003890049,0.00008452097,0.0005891852],"category_scores_gemma":[0.0002218107,0.00007824867,0.00006895147,0.0001047856,0.000159587,0.0001322335,0.0001386617,0.0006401629,0.00004088936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002217736,"about_ca_system_score_gemma":0.0001178674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002700915,"about_ca_topic_score_gemma":1.807409e-7,"domain_scores_codex":[0.9987428,0.000305842,0.0002737115,0.0001669185,0.0002043199,0.0003063769],"domain_scores_gemma":[0.9992459,0.0001032872,0.0001430614,0.0002342675,0.0001016147,0.0001719087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01029902,0.002888615,0.6267933,0.0002120747,0.001670828,0.08151958,0.01205158,0.0002196734,0.1344703,0.01859359,0.02185916,0.08942225],"study_design_scores_gemma":[0.001894865,0.002595657,0.7452427,0.00009728551,0.0001731918,0.24143,0.0007321722,0.000406119,0.00006217763,0.007160844,0.00008722163,0.0001177689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9463431,0.0009003979,0.000006460197,0.01174903,0.000135751,0.0003518177,4.22742e-7,0.000006692849,0.04050631],"genre_scores_gemma":[0.9922925,0.00003220181,0.002212894,0.0005559281,0.0001427978,0.000003020865,0.000001811169,0.00001214766,0.004746726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1599104,"threshold_uncertainty_score":0.6451165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07050730360967156,"score_gpt":0.4105871071160388,"score_spread":0.3400798035063672,"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."}}