{"id":"W4411930490","doi":"10.1167/iovs.66.9.7","title":"IMI—Instrumentation for Myopia Management","year":2025,"lang":"en","type":"review","venue":"Investigative Ophthalmology & Visual Science","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Instrumentation (computer programming); Optometry; Ophthalmology; Medicine; Computer science; Operating system","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","sts"],"consensus_categories":[],"category_scores_codex":[0.001040927,0.000719006,0.002082396,0.0009691687,0.0008406065,0.00005290215,0.0005796049,0.0004274456,0.0001046525],"category_scores_gemma":[0.0006877243,0.0005778547,0.0004909718,0.001929845,0.00472978,0.0002487773,0.0005621793,0.0004738547,0.0001058797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005062838,"about_ca_system_score_gemma":0.00134136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008901283,"about_ca_topic_score_gemma":1.888987e-7,"domain_scores_codex":[0.9960884,0.0002265152,0.0008705583,0.00142102,0.0004671779,0.0009263213],"domain_scores_gemma":[0.9978155,0.0005635874,0.0005098075,0.0004539173,0.0003117209,0.0003453941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003600342,0.002981661,0.006016969,0.1622982,0.003472295,0.001107466,0.0008293933,9.746138e-7,0.000536972,0.007818171,0.003059746,0.8115181],"study_design_scores_gemma":[0.01040406,0.0455909,0.03593339,0.1826152,0.02747988,0.00877057,0.00232798,0.0001202807,0.003434062,0.02844994,0.6484075,0.006466295],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04743606,0.932798,0.000008577832,0.0002997125,0.001744455,0.006871966,0.00008481069,0.0001334377,0.01062303],"genre_scores_gemma":[0.005627347,0.9761708,0.004958846,0.0004692446,0.0002366456,0.002652279,0.0002700794,0.00006137384,0.009553408],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8050517,"threshold_uncertainty_score":0.9996673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09982131732338442,"score_gpt":0.4632598612671655,"score_spread":0.3634385439437811,"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."}}