{"id":"W2606884661","doi":"10.2147/opth.s128425","title":"Clinical effectiveness of currently available low-vision devices in glaucoma patients with moderate-to-severe vision loss","year":2017,"lang":"en","type":"article","venue":"Clinical ophthalmology","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Glaucoma Research Society of Canada; Glaucoma Research Foundation","keywords":"Medicine; Glaucoma; Optometry; Ophthalmology; Low vision","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0009869802,0.0005373639,0.001429873,0.0003569574,0.0003415548,0.0005577604,0.0006054043,0.00114066,0.0041861],"category_scores_gemma":[0.002261944,0.0002412666,0.001035771,0.0002347167,0.0005561784,0.0006193562,0.0002709535,0.001362165,0.0003414889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003182774,"about_ca_system_score_gemma":0.000592969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003342365,"about_ca_topic_score_gemma":0.0009015,"domain_scores_codex":[0.99933,0.0003301012,0.00008660001,0.00007212593,0.0001049837,0.00007615243],"domain_scores_gemma":[0.9986007,0.0004900257,0.0004222419,0.00005130256,0.00007395302,0.0003618817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.7831275,0.05659447,0.01341104,0.002623903,0.001075074,0.0002007364,0.0001604545,0.0004139522,0.006479157,0.0001037498,0.0007154749,0.1350945],"study_design_scores_gemma":[0.3640922,0.6049734,0.02764512,0.0002239252,0.0004787254,0.0001973257,0.0001133127,0.0004167285,0.001060513,0.00007226143,0.0007039856,0.00002255458],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934765,0.004925704,0.0001162307,0.000193429,0.0000990043,0.0005352145,0.00007117112,0.00001292947,0.0005699173],"genre_scores_gemma":[0.9960566,0.001565705,0.0005944021,0.0002595232,0.0002109391,0.0007789235,0.0001534854,0.000001896309,0.0003785447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0041861,"threshold_uncertainty_score":0.01400387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05730924798727825,"score_gpt":0.4536124974130582,"score_spread":0.3963032494257799,"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."}}