{"id":"W2518836796","doi":"","title":"A new model of low vision rehabilitation","year":2013,"lang":"en","type":"article","venue":"Journal of Clinical & Experimental Ophthalmology","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Referral; Low vision; Rehabilitation; Triage; Medicine; Visual impairment; Vision rehabilitation; Eye care; Presentation (obstetrics); Optometry; Physical medicine and rehabilitation; Nursing; Medical emergency; Physical therapy; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007928509,0.0001729349,0.001098112,0.0001470905,0.00004207407,0.000005655235,0.000145739,0.0002786587,0.001200876],"category_scores_gemma":[0.0009342309,0.0001269919,0.0005373158,0.0001072971,0.0003657177,0.000260905,0.00009692265,0.0004212375,0.00005745599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004230854,"about_ca_system_score_gemma":0.0002182954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002073678,"about_ca_topic_score_gemma":3.952338e-8,"domain_scores_codex":[0.9971206,0.000222644,0.001917838,0.0002057462,0.0003073983,0.000225834],"domain_scores_gemma":[0.9974036,0.0008290193,0.0009093896,0.00021272,0.0003368003,0.0003084433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008312892,0.01872334,0.7944134,0.0002293879,0.0008243799,0.0003213134,0.001593981,0.000167386,0.1501427,0.0006547385,0.02107654,0.003539905],"study_design_scores_gemma":[0.01167055,0.1280478,0.8270965,0.0004954149,0.0002006468,0.006377044,0.001527534,0.00195612,0.01669129,0.005587907,0.00006344621,0.000285762],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994854,0.0005525706,0.0001495333,0.001914508,0.0006573703,0.0003183995,0.000001086188,0.000007004488,0.001545543],"genre_scores_gemma":[0.97958,0.00002224391,0.0191152,0.0002277294,0.0002823719,0.000006337676,0.000001557768,0.00001668923,0.0007478738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1334515,"threshold_uncertainty_score":0.9997122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07744396388872958,"score_gpt":0.491700052164767,"score_spread":0.4142560882760374,"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."}}