{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006997712,0.001024063,0.001632645,0.004822789,0.0003741523,0.001134587,0.001324314,0.00137906,0.007806188],"category_scores_gemma":[0.001452859,0.0002716574,0.001422493,0.002536391,0.0004985689,0.001212069,0.0008184482,0.001711268,0.002764874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006984673,"about_ca_system_score_gemma":0.001549439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001997364,"about_ca_topic_score_gemma":0.002957246,"domain_scores_codex":[0.9995478,0.00007554456,0.0001008746,0.00005918024,0.0001836263,0.00003289588],"domain_scores_gemma":[0.9994192,0.0002945254,0.0001160951,0.00001978654,0.0001243585,0.00002606449],"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":[0.00006025206,0.00006520476,0.0001631605,0.0514215,0.0002276089,0.0001202895,0.00004545337,0.0001455818,0.0006008637,0.00177405,0.02151573,0.9238602],"study_design_scores_gemma":[0.00004184475,0.0001051879,0.001641314,0.03650767,0.0005941628,0.002077314,0.00007254574,0.00008841374,0.0005234241,0.001513999,0.9568134,0.00002067021],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005739912,0.9986815,0.00006843587,0.0001239737,0.0001176367,0.000009573439,0.00002707222,0.00000846868,0.0009060156],"genre_scores_gemma":[0.0006005725,0.9984978,0.0002083019,0.0001641536,0.00009289978,0.00001097784,0.00005541747,0.000002073118,0.0003677724],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007806188,"threshold_uncertainty_score":0.02611428,"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."}}