{"id":"W4411748481","doi":"10.1007/s40123-025-01180-5","title":"The Economic Burden of Anti-Vascular Endothelial Growth Factor on Patients and Caregivers in the UK, Europe, and North America","year":2025,"lang":"en","type":"article","venue":"Ophthalmology and Therapy","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"F. Hoffmann-La Roche","keywords":"Medicine; Macular degeneration; Diabetic macular edema; Quality of life (healthcare); Population; Ranibizumab; Ophthalmology; Diabetic retinopathy; Internal medicine; Bevacizumab; Diabetes mellitus; Environmental health; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001495895,0.0002414816,0.0003426399,0.0008750353,0.0009665268,0.001172538,0.0002953772,0.0005347303,0.002256972],"category_scores_gemma":[0.007211689,0.0001527159,0.0004337408,0.001554476,0.0008474196,0.0007301091,0.001509107,0.0005366821,0.0001701186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002659707,"about_ca_system_score_gemma":0.002405836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07109381,"about_ca_topic_score_gemma":0.05653818,"domain_scores_codex":[0.9976895,0.001239876,0.0002435849,0.0001094613,0.0003273235,0.0003902946],"domain_scores_gemma":[0.9948047,0.0009933895,0.002229983,0.0001017695,0.0006110609,0.001259091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003454615,0.00007594799,0.9558374,0.000205159,0.0001470204,0.001060794,0.003165097,0.0001773648,0.00008718972,0.0004086849,0.006257636,0.03223236],"study_design_scores_gemma":[0.00005661938,0.0001833691,0.978915,0.0007183818,0.0000672908,0.001202003,0.01218115,0.0002568939,0.0000498242,0.0002118875,0.006130273,0.00002725289],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857211,0.006059903,0.00003082056,0.003901172,0.00006417739,0.00001965941,0.0004555187,0.000002559454,0.003745011],"genre_scores_gemma":[0.9960535,0.002981081,0.00004068295,0.0005407342,0.00003090653,0.00001615332,0.0001567704,0.000001157422,0.0001790213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07109381,"threshold_uncertainty_score":0.14136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0107140410503367,"score_gpt":0.2579084880147474,"score_spread":0.2471944469644107,"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."}}