{"id":"W2746251696","doi":"10.1080/2331205x.2017.1371103","title":"Visual acuity screening in schools: A systematic review of alternate screening methods","year":2017,"lang":"en","type":"review","venue":"Cogent Medicine","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"United States Agency for International Development","keywords":"Medicine; Visual acuity; Referral; MEDLINE; Refractive error; Visual impairment; Eye examination; Family medicine; Optometry; Pediatrics; Ophthalmology; 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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007573087,0.0008154624,0.01147326,0.0006716339,0.0001558146,0.000009116678,0.0005734327,0.0003923824,0.0001972963],"category_scores_gemma":[0.01013316,0.000512955,0.0008336379,0.0004636057,0.0003664214,0.0000970867,0.0004048482,0.001208227,0.0000339576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001083499,"about_ca_system_score_gemma":0.000251908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007417211,"about_ca_topic_score_gemma":0.000001250574,"domain_scores_codex":[0.9935074,0.001534907,0.002972795,0.0007075669,0.000710295,0.0005670247],"domain_scores_gemma":[0.9947692,0.0008684506,0.002648884,0.001147291,0.0002745087,0.0002917151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00002914151,0.0001524765,0.0003406422,0.8156879,0.001299442,0.0002835675,0.00004812702,1.177601e-8,8.60212e-7,0.00001298196,0.0003079624,0.1818369],"study_design_scores_gemma":[0.001199498,0.001184362,0.0001138231,0.9454767,0.01487064,0.001044307,0.00008595019,0.00001792678,0.000001399614,0.000008763543,0.03567292,0.0003237227],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000009341394,0.9917827,0.001617432,0.0003387147,0.00041607,0.005096884,0.00001272667,0.00004564694,0.0006804932],"genre_scores_gemma":[0.00004363221,0.9953393,0.002297873,0.0004434046,0.0003697391,0.0004423892,0.0001466213,0.00007604445,0.0008410007],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1815132,"threshold_uncertainty_score":0.9997322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3380204204076422,"score_gpt":0.5890203424022432,"score_spread":0.250999921994601,"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."}}