{"id":"W2990355103","doi":"10.1111/cxo.13003","title":"Comparing the Netra smartphone refractor to subjective refraction","year":2019,"lang":"en","type":"article","venue":"Clinical and Experimental Optometry","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Refracting telescope; Optometry; Subjective refraction; Refraction; Medicine; Psychology; Ophthalmology; Visual acuity; Optics; Physics; Refractive error","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":[],"consensus_categories":[],"category_scores_codex":[0.0003640971,0.0001295578,0.0003648762,0.00006349098,0.0001362359,0.00001673722,0.00005815279,0.0001048651,0.0002208867],"category_scores_gemma":[0.0001082831,0.00008132375,0.00009211004,0.0002138261,0.000175119,0.00008282665,0.0001486846,0.0003194792,0.0004665408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003389774,"about_ca_system_score_gemma":0.00001202718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001851487,"about_ca_topic_score_gemma":2.149581e-7,"domain_scores_codex":[0.9989932,0.00007013087,0.0003015823,0.0003019487,0.0001375829,0.0001956147],"domain_scores_gemma":[0.9992528,0.0003033343,0.00005862966,0.0001954084,0.00003015359,0.0001597047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00120264,0.0006987913,0.9915356,0.00001532364,0.0001077628,0.000005421911,0.0003068326,2.918818e-7,0.004943652,0.00002148093,0.0008138246,0.0003483701],"study_design_scores_gemma":[0.001597466,0.003506619,0.9835475,0.0000492672,0.00002984179,0.00005073629,0.002206825,0.00003058002,0.00722911,0.000007303417,0.001639451,0.0001052922],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992965,0.0005375756,0.000005509373,0.0008672,0.0008839475,0.0003974632,0.000001221484,0.00003495359,0.004307063],"genre_scores_gemma":[0.9962519,0.00003595359,0.0001422474,0.001792907,0.000258733,0.00001899263,0.000004900282,0.00001119713,0.001483176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0079881,"threshold_uncertainty_score":0.5996594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06648494831190035,"score_gpt":0.4644630587462646,"score_spread":0.3979781104343643,"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."}}