{"id":"W4391332296","doi":"10.5114/ko.2023.133452","title":"Innovations in glaucoma diagnostics","year":2023,"lang":"en","type":"article","venue":"Klinika Oczna","topic":"Public health and occupational medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Glaucoma; Ophthalmology; Optometry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001208868,0.00004339486,0.00008451368,0.000242027,0.0001916908,0.00001656836,0.000130699,0.00006783188,0.0001522611],"category_scores_gemma":[0.006339433,0.00004294687,0.00001286184,0.002214902,0.00008942906,0.0001002488,0.00002104676,0.0001205698,0.0004670565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006574646,"about_ca_system_score_gemma":0.0005586573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001507358,"about_ca_topic_score_gemma":0.003064683,"domain_scores_codex":[0.9989821,0.00007551111,0.0002198176,0.0001098723,0.0003025654,0.0003101669],"domain_scores_gemma":[0.9988452,0.000800001,0.00003684884,0.00009033187,0.00009910652,0.0001284951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007386021,0.00005146807,0.5989372,0.00001131423,0.000002609764,0.0000236327,0.005514727,0.000002191714,0.000003151289,0.2688305,0.09615587,0.03046003],"study_design_scores_gemma":[0.0001655701,0.00001177917,0.6009275,0.00001384321,7.852996e-7,1.498163e-7,0.0008851172,0.00007664146,0.000001039056,0.005864237,0.3920121,0.00004119089],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9016987,0.0000687646,0.00006256449,0.0485175,0.0009725873,0.0002286375,0.00001229149,0.0001882884,0.04825064],"genre_scores_gemma":[0.9944025,0.0003148861,0.0001556798,0.002688456,0.0006721881,0.00003886763,0.00005700183,0.000005793353,0.001664579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2958563,"threshold_uncertainty_score":0.7589352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05789442215775921,"score_gpt":0.4151462748547436,"score_spread":0.3572518526969845,"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."}}