{"id":"W4408951143","doi":"10.1080/09286586.2025.2483680","title":"Comparison Between Dichoptic and Monocular Training Protocols for Treating Monocular Amblyopia: A Meta-Analysis and Systematic Review","year":2025,"lang":"en","type":"review","venue":"Ophthalmic Epidemiology","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Natural Science Foundation of China; McGill University","keywords":"Medicine; Monocular; Meta-analysis; Optometry; Artificial intelligence; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.006950364,0.001145814,0.03571462,0.0006801443,0.0003275572,0.00001736765,0.0002628712,0.0008904213,0.00003561071],"category_scores_gemma":[0.01101604,0.0007462878,0.004238574,0.0007999814,0.0003438795,0.00006501625,0.0002475986,0.0007596442,0.000006300139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001039045,"about_ca_system_score_gemma":0.0001846373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002722874,"about_ca_topic_score_gemma":9.246804e-7,"domain_scores_codex":[0.9899256,0.003676124,0.003985357,0.001439183,0.0001596684,0.0008140259],"domain_scores_gemma":[0.9809567,0.01537832,0.00228844,0.0009472541,0.0001456267,0.000283669],"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":[0.00001220949,0.00007773982,0.003636796,0.8074623,0.1826075,0.00002461461,0.00006365955,2.444918e-7,5.392779e-8,0.00005572506,0.00007261573,0.00598656],"study_design_scores_gemma":[0.0004219927,0.001152425,0.0001560831,0.22255,0.7715749,0.0005271151,0.00005267196,0.00009834069,1.342893e-7,0.0001624436,0.002852869,0.0004509875],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003399975,0.9433036,0.0008253477,0.0004184641,0.00002989667,0.05510677,0.0001119966,0.00005534546,0.0001145987],"genre_scores_gemma":[0.00009133774,0.9121649,0.005913373,0.0003240206,0.00008604595,0.0802277,0.000360712,0.00005873813,0.0007731848],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5889674,"threshold_uncertainty_score":0.9994988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4745082232195464,"score_gpt":0.5696935846389479,"score_spread":0.09518536141940154,"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."}}