{"id":"W4402377594","doi":"10.3390/diagnostics14171983","title":"Integrated Assessment of OCT, Multimodal Imaging, and Cytokine Markers for Predicting Treatment Responses in Retinal Vein Occlusion Associated Macular Edema: A Comparative Review of Anti-VEGF and Steroid Therapies","year":2024,"lang":"en","type":"review","venue":"Diagnostics","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"Allergan","keywords":"Medicine; Retinal Vein; Macular edema; Central retinal vein occlusion; Branch retinal vein occlusion; Occlusion; Ranibizumab; Retinal; Ophthalmology; Biomarker; Visual acuity; Surgery; Bevacizumab; Chemotherapy; Biology","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":[0.001655751,0.0007016539,0.001808507,0.003169135,0.0001704386,0.001087234,0.0006988488,0.0009368066,0.001505179],"category_scores_gemma":[0.003452122,0.0002969905,0.001789598,0.001999469,0.0003174634,0.001146109,0.0003976496,0.000891444,0.0003859359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005236042,"about_ca_system_score_gemma":0.001313255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001223747,"about_ca_topic_score_gemma":0.001939557,"domain_scores_codex":[0.9993058,0.000184735,0.0002147794,0.00009753917,0.0001661348,0.0000308616],"domain_scores_gemma":[0.9975023,0.001786508,0.0002596447,0.00003724302,0.0003738221,0.00004038329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003122136,0.0001013925,0.0009738449,0.0786875,0.001050399,0.0001780121,0.0001266553,0.0003397573,0.001880589,0.001315483,0.007913367,0.9071207],"study_design_scores_gemma":[0.0002261773,0.00186244,0.01823522,0.1116503,0.01066665,0.006626773,0.0005056259,0.001343835,0.003469174,0.003051308,0.8421893,0.0001731998],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002087586,0.9993543,0.00008283341,0.00009674633,0.00004709952,0.000006201034,0.00001475945,0.000002401449,0.0001869168],"genre_scores_gemma":[0.002309703,0.9967429,0.0004854564,0.0001987243,0.0001050138,0.00001946268,0.00003988752,0.000002113046,0.00009681476],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003169135,"threshold_uncertainty_score":0.008756578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04345676270651785,"score_gpt":0.4046975111230523,"score_spread":0.3612407484165344,"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."}}