{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003032804,0.0003727862,0.001883403,0.0001611926,0.0002745737,0.00002480214,0.0004763133,0.0006316953,0.0002573539],"category_scores_gemma":[0.00243138,0.0002717665,0.0002780031,0.0001597522,0.001348108,0.0002693462,0.0005957847,0.0008035662,0.0003458243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004995462,"about_ca_system_score_gemma":0.000161427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005894168,"about_ca_topic_score_gemma":0.000006189804,"domain_scores_codex":[0.9954076,0.001174172,0.001511604,0.001012734,0.000323159,0.000570739],"domain_scores_gemma":[0.9949275,0.002535128,0.0006642475,0.001096034,0.0004327472,0.0003442939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02035322,0.009105717,0.9678919,0.0004803261,0.0001913265,0.0005174134,0.00002106744,0.000003878906,0.0000103787,0.00003534405,0.000229551,0.001159889],"study_design_scores_gemma":[0.01202744,0.02877917,0.9566195,0.001571613,0.000119413,0.0001747333,0.00001026513,0.00009141165,0.00004550719,0.0002178354,0.00007036252,0.000272758],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951239,0.0001095641,0.00001430518,0.0002898171,0.001195101,0.001200784,0.00001848723,0.00002387102,0.002024215],"genre_scores_gemma":[0.9988973,0.00003979501,0.0003626331,0.0001451617,0.0001333547,0.0000436532,0.00004048373,0.00003734409,0.0003002338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01967345,"threshold_uncertainty_score":0.9999735,"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."}}