{"id":"W4410706078","doi":"10.1016/j.oret.2025.04.012","title":"Re: Griffin et al.: Pneumatic retinopexy for rhegmatogenous retinal detachment outcomes: IRIS® Registry (Intelligent Research in Sight) analysis (Ophthalmol Retina. 2025;9:437-443)","year":2025,"lang":"en","type":"letter","venue":"Ophthalmology Retina","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Ophthalmology; Retinal detachment; IRIS (biosensor); Retina; Retinal Tear; Retinal; Optometry; Artificial intelligence; Optics; Computer science","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":[0.001069698,0.0004802954,0.000971946,0.001196502,0.001590587,0.002019445,0.0008849065,0.009351056,0.01682747],"category_scores_gemma":[0.01440615,0.0003808427,0.000734708,0.001019502,0.0007005623,0.001737639,0.0007403913,0.008690216,0.01498348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001906355,"about_ca_system_score_gemma":0.002570818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01429621,"about_ca_topic_score_gemma":0.01939058,"domain_scores_codex":[0.9990403,0.0001982093,0.0001613954,0.0001388406,0.0003439868,0.0001173337],"domain_scores_gemma":[0.9966567,0.00118,0.0003077663,0.0001482874,0.001071912,0.0006354015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008093387,0.00003519214,0.003525853,0.00003179109,0.00002033817,0.001525203,0.00003017764,0.00002938087,0.0001052,0.0003636362,0.9863833,0.007869019],"study_design_scores_gemma":[0.001856424,0.000229321,0.05041957,0.002585471,0.0002413257,0.02333777,0.001221139,0.002001023,0.001328625,0.01338154,0.9031746,0.0002231416],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002574289,0.002423198,0.00009744157,0.9638391,0.01900794,0.0000327778,0.001029479,0.00009643648,0.0108994],"genre_scores_gemma":[0.03575684,0.003342141,0.0003669562,0.8721821,0.06172181,0.0001110455,0.0009063503,0.0001028551,0.02550993],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01682747,"threshold_uncertainty_score":0.05629349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1202004279586487,"score_gpt":0.4274068396032151,"score_spread":0.3072064116445664,"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."}}