{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004423479,0.0005153136,0.002667835,0.0002587228,0.00004470851,0.0000215777,0.00006594458,0.0001262953,0.000009477969],"category_scores_gemma":[0.0008887179,0.0003355875,0.0003535293,0.000290852,0.0001548176,0.00003655755,0.00008857183,0.0001981877,4.109422e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003157464,"about_ca_system_score_gemma":0.0004008444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000107937,"about_ca_topic_score_gemma":0.00001227691,"domain_scores_codex":[0.9976186,0.0003953357,0.001001978,0.0004668647,0.000281448,0.0002357282],"domain_scores_gemma":[0.9971828,0.001613695,0.0006318575,0.0002251226,0.0002330373,0.0001134666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00120588,0.004366783,0.220635,0.4489342,0.007602202,0.001673005,0.001242455,8.33458e-7,0.00004264751,0.00006284668,0.00140078,0.3128333],"study_design_scores_gemma":[0.00542158,0.004227065,0.08268954,0.8315666,0.02474273,0.0001541551,0.0005965845,0.001768636,0.00001706634,0.00002536112,0.04824487,0.0005458512],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04914605,0.9447703,0.00001091143,0.00008542267,0.00006450735,0.003346317,0.002516496,0.00001979884,0.00004024463],"genre_scores_gemma":[0.01394035,0.9833391,0.0008373057,0.00002897876,0.00002351534,0.0002420321,0.00149916,0.00004684274,0.00004275376],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3826323,"threshold_uncertainty_score":0.9999096,"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."}}