{"id":"W3202756775","doi":"10.2196/26275","title":"Use of Mobile Apps for Visual Acuity Assessment: Systematic Review and Meta-analysis","year":2021,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Meta-analysis; mHealth; Cochrane Library; MEDLINE; Test (biology); Visual acuity; Visual impairment; Mobile apps; Optometry; Psychological intervention; Computer science; Ophthalmology; Nursing; World Wide Web; Psychiatry; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02146258,0.003259201,0.01867721,0.008035996,0.0006809076,0.003156181,0.00276033,0.002585525,0.003092848],"category_scores_gemma":[0.07512831,0.001844304,0.03266842,0.009090099,0.001043338,0.002505307,0.001733443,0.002050398,0.0002727713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003082924,"about_ca_system_score_gemma":0.00438196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006882272,"about_ca_topic_score_gemma":0.01268274,"domain_scores_codex":[0.9815164,0.009860303,0.00483263,0.001378289,0.00201201,0.0004004106],"domain_scores_gemma":[0.9336494,0.05222615,0.009038225,0.00118853,0.003423931,0.0004738408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002330798,0.00005807203,0.005399097,0.5040923,0.4705709,0.0001609733,0.0001394019,0.0003517512,0.000128515,0.00009532677,0.000528557,0.01614438],"study_design_scores_gemma":[0.0009179187,0.0004249848,0.004873131,0.05049611,0.9412715,0.0001604134,0.00007960814,0.0001795401,0.0001477322,0.000139866,0.001280121,0.00002910713],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005410018,0.9928272,0.0004569645,0.0001679655,0.0001026856,0.0004738288,0.0003610134,0.00001748034,0.0001828103],"genre_scores_gemma":[0.1365412,0.8573495,0.002551312,0.0005816033,0.0002102533,0.002053763,0.0005171102,0.00002218232,0.0001728905],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02146258,"threshold_uncertainty_score":0.1135064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3703567730607886,"score_gpt":0.5793638669899641,"score_spread":0.2090070939291755,"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."}}