{"id":"W4412571407","doi":"10.1007/978-3-031-83756-2_9","title":"AI and Glaucoma","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Glaucoma and retinal disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Casey House","funders":"","keywords":"Glaucoma; Ophthalmology; Optometry; Medicine; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002453599,0.0006131048,0.0003053964,0.001445737,0.001459937,0.002462483,0.0005510161,0.001513655,0.07742232],"category_scores_gemma":[0.0006595706,0.0002104867,0.0002905168,0.0009247185,0.001425358,0.002335816,0.001490578,0.002347716,0.02694505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001144937,"about_ca_system_score_gemma":0.001119072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004531928,"about_ca_topic_score_gemma":0.0156747,"domain_scores_codex":[0.9998631,0.00003132036,0.000005146478,0.00001490402,0.00006608023,0.0000194526],"domain_scores_gemma":[0.9998606,0.00006343891,0.000006482677,0.00001139646,0.00003132853,0.00002676683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001408308,0.00004961912,0.0001189711,0.0002033162,0.000004021981,0.0001456068,0.0007966852,0.0001378442,0.0002124148,0.178232,0.6675469,0.1525386],"study_design_scores_gemma":[0.000001566965,0.000004084101,0.00009621338,0.0001214387,0.000001331917,0.0001292361,0.0001097265,0.00002688224,0.00001825423,0.01334161,0.9861477,0.00000201185],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002785579,0.03924061,0.000486133,0.00403034,0.003019111,0.00001796538,0.00003383206,0.00003801454,0.9528555],"genre_scores_gemma":[0.00294127,0.02100515,0.000526228,0.003823061,0.001733255,0.00002260081,0.00003793362,0.00002873529,0.9698818],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07742232,"threshold_uncertainty_score":0.2590035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00725827440195715,"score_gpt":0.242022351614893,"score_spread":0.2347640772129359,"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."}}