{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008896543,0.001032635,0.0007605383,0.003904339,0.001669196,0.005981904,0.001858426,0.006061752,0.04407281],"category_scores_gemma":[0.03451645,0.0005680202,0.001574284,0.002079245,0.003132793,0.007379107,0.0045424,0.0110977,0.02638037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005469326,"about_ca_system_score_gemma":0.01013735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006419487,"about_ca_topic_score_gemma":0.01000234,"domain_scores_codex":[0.991833,0.001407357,0.0007804531,0.0008371907,0.004420099,0.0007218638],"domain_scores_gemma":[0.969813,0.00662356,0.001647747,0.00151688,0.0142606,0.006138206],"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":[0.0000318832,0.00004834016,0.00105303,0.0006210892,0.00001766954,0.0002600597,0.0002556202,0.00008275268,0.0002997672,0.01398457,0.6888894,0.2944558],"study_design_scores_gemma":[0.0000116438,0.00003976992,0.00132792,0.001410477,0.00002040158,0.001221504,0.0002928419,0.00009656404,0.0002217444,0.007720855,0.987611,0.00002525952],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001731771,0.3073471,0.006096759,0.492364,0.08911378,0.0001365206,0.0007326822,0.001125606,0.1013517],"genre_scores_gemma":[0.04136718,0.4849782,0.01837726,0.2207007,0.08369939,0.0002556232,0.001607374,0.0005721465,0.1484421],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04407281,"threshold_uncertainty_score":0.1474382,"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."}}