{"id":"W7117473055","doi":"10.1167/tvst.14.12.29","title":"Dynamic Structural Recovery Parameters Enhance Prediction of Visual Outcomes After Macular Hole Surgery","year":2025,"lang":"en","type":"article","venue":"Translational Vision Science & Technology","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Bayerische Forschungsallianz","keywords":"Macular hole; Macular degeneration; Maculopathy; Optical coherence tomography; Visualization","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":[],"consensus_categories":[],"category_scores_codex":[0.0005241656,0.0001451008,0.0003848926,0.001633813,0.0001089155,0.00001446694,0.0001452979,0.0001584866,0.00006025789],"category_scores_gemma":[0.0002782675,0.0001160682,0.0001781996,0.00243108,0.0009946091,0.0002568351,0.00004018882,0.0001861736,0.000008203091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005641108,"about_ca_system_score_gemma":0.0003408736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008127086,"about_ca_topic_score_gemma":0.000002763498,"domain_scores_codex":[0.9982364,0.00002370317,0.0004768985,0.0004306087,0.0005611969,0.000271147],"domain_scores_gemma":[0.9991252,0.000172942,0.0001051517,0.0002685736,0.0002737966,0.00005427128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006509973,0.0001514286,0.6825457,0.0001329219,0.00008198473,0.00003479961,0.00004570669,0.0003106054,0.1627904,0.001021526,0.00006376023,0.1521703],"study_design_scores_gemma":[0.0003544766,0.0001468405,0.9495401,0.0002233137,0.00006568278,0.0000298966,0.00003669793,0.007863374,0.03564182,0.005519894,0.0004482483,0.0001295885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982336,0.0004318434,0.01245665,0.003901188,0.0003843105,0.0002294664,0.00002225099,0.0001013484,0.0001368841],"genre_scores_gemma":[0.9965311,0.00004722789,0.002988008,0.0002007247,0.000004581827,0.00002371987,0.00002237429,0.000006908631,0.0001753635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2669945,"threshold_uncertainty_score":0.4733123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009321523769094718,"score_gpt":0.3236134481348807,"score_spread":0.314291924365786,"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."}}