{"id":"W177432401","doi":"10.1177/0145482x0409801005","title":"Low Vision Rehabilitation: A Comparison of Traditional and Extended Teaching Programs","year":2004,"lang":"en","type":"article","venue":"Journal of Visual Impairment & Blindness","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"CNIB Foundation; University of Manitoba","funders":"","keywords":"Low vision; Macular degeneration; Rehabilitation; Perception; Impaired Vision; Psychology; Blindness; Quality (philosophy); Service (business); Significant difference; Medical education; Optometry; Applied psychology; Mathematics education; Physical medicine and rehabilitation; Medicine; 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":[{"model":"gemma","categories":[],"domain":null,"study_design":"nonrandomized_trial","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"nonrandomized_trial","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001050325,0.0002054569,0.0007273028,0.0002964642,0.0001760264,0.00002467023,0.00008216062,0.0001231055,0.0000295417],"category_scores_gemma":[0.000249889,0.0001561231,0.0002193586,0.000181406,0.0003202076,0.0003440097,0.00003605831,0.0004683485,0.000002340137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001333462,"about_ca_system_score_gemma":0.0001803103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005703733,"about_ca_topic_score_gemma":9.23688e-7,"domain_scores_codex":[0.9978557,0.0001305618,0.0009813685,0.000186613,0.0006022989,0.0002434268],"domain_scores_gemma":[0.9984796,0.0002252178,0.0006400184,0.0001061581,0.0003369588,0.0002120596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.008403436,0.5342695,0.383337,0.001965543,0.001073599,0.0002556923,0.01858666,0.0001160948,0.01794552,0.001422864,0.0008326319,0.0317915],"study_design_scores_gemma":[0.01332318,0.5131412,0.4527336,0.002801657,0.0004363565,0.001772934,0.008322102,0.0001947368,0.004361584,0.002556577,0.00009374142,0.000262322],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963602,0.0003673275,0.0004460528,0.001963045,0.000325053,0.0004416059,0.000002222726,0.00001735216,0.00007712553],"genre_scores_gemma":[0.9955406,0.00002179636,0.004027978,0.00008556408,0.0002608661,0.000009599228,0.00001017407,0.00001627404,0.00002719416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06939662,"threshold_uncertainty_score":0.6366514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04512132596689148,"score_gpt":0.4141103272592689,"score_spread":0.3689890012923774,"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."}}