{"id":"W4389162356","doi":"10.1038/s41433-023-02843-y","title":"Virtual reality headsets for perimetry testing: a systematic review","year":2023,"lang":"en","type":"review","venue":"Eye","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"BP (Canada); University of Toronto; SickKids Foundation; Western University; University of Calgary; Hospital for Sick Children","funders":"","keywords":"Headset; Computer science; Virtual reality; CINAHL; MEDLINE; Gold standard (test); Visual field; Medical physics; Medicine; Information retrieval; Artificial intelligence; Ophthalmology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001363638,0.0004388097,0.005095164,0.0001235527,0.0001520769,0.000009459923,0.0001580125,0.0002693149,0.00002817415],"category_scores_gemma":[0.007726772,0.0002879972,0.0007571238,0.0004965794,0.00008290794,0.00002438229,0.0001119623,0.0003341594,0.0004954973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001109719,"about_ca_system_score_gemma":0.0002310567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005105937,"about_ca_topic_score_gemma":2.216564e-7,"domain_scores_codex":[0.9976102,0.0002876607,0.001087087,0.0004454176,0.0002172733,0.0003523823],"domain_scores_gemma":[0.9971899,0.001484923,0.0005026155,0.0005659416,0.0001362154,0.0001203369],"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":[0.000005108287,0.0001302243,0.00001313908,0.984772,0.0007040404,0.00004455036,0.00001451013,2.875795e-9,2.827069e-8,0.00004040981,0.008648465,0.005627502],"study_design_scores_gemma":[0.0001811714,0.001262387,0.00001843322,0.8919619,0.01129934,0.000230472,0.00001796956,0.000001808202,5.012093e-8,0.00001357904,0.09478227,0.0002306113],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001596622,0.9913743,0.00001114973,0.0001693146,0.000328713,0.007309482,0.00009234369,0.0001945408,0.0005185522],"genre_scores_gemma":[0.000003925069,0.9880894,0.00008555232,0.00029421,0.0002698527,0.001892757,0.0002243832,0.00007728535,0.009062666],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.09281011,"threshold_uncertainty_score":0.9999572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3048482188797383,"score_gpt":0.5189080469171715,"score_spread":0.2140598280374332,"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."}}