{"id":"W2000103861","doi":"10.1097/opx.0000000000000512","title":"Low‐vision Service Provision by Optometrists","year":2015,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Canadian Optometric Education Trust Fund","keywords":"Referral; Medicine; Optometry; Eye care; Macular degeneration; Family medicine; Primary care; Ophthalmology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018206,0.0001903535,0.0003091444,0.000625965,0.0004273107,0.0001048154,0.0002176197,0.0001128525,0.00003902875],"category_scores_gemma":[0.000650308,0.0001380706,0.00003553526,0.003771554,0.0005927671,0.0007358872,0.0004067041,0.0002069156,0.0001502655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007119386,"about_ca_system_score_gemma":0.0001179532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001256425,"about_ca_topic_score_gemma":7.110226e-8,"domain_scores_codex":[0.9977735,0.00004341807,0.0002626865,0.0006055608,0.0009023952,0.0004124856],"domain_scores_gemma":[0.9984139,0.0001114026,0.00009292265,0.0003262852,0.0004692608,0.0005862063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001658285,0.004028503,0.7139258,0.0006895358,0.00004954892,0.00006934503,0.001676407,0.000003685734,0.1919764,0.0001727199,0.02762252,0.0581273],"study_design_scores_gemma":[0.005864521,0.0138553,0.9155759,0.0007343637,0.000073845,0.000491774,0.001525969,0.002719796,0.04692094,0.0001063166,0.01151074,0.0006205404],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932022,0.0006608265,0.0001942649,0.001516026,0.0003297782,0.0002936905,0.00000551418,0.00006757252,0.003730115],"genre_scores_gemma":[0.9968496,0.00008042076,0.000926543,0.0009455556,0.00005277745,0.000006473696,0.000007851208,0.00001009771,0.001120656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2016501,"threshold_uncertainty_score":0.5630354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03365783630870105,"score_gpt":0.4892176798346901,"score_spread":0.455559843525989,"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."}}