{"id":"W4413220632","doi":"10.58931/cect.2025.4262","title":"From Peel to Plug: Sealing The Gap With Surgical Innovations For Macular Hole Repair","year":2025,"lang":"en","type":"article","venue":"Canadian Eye Care Today","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Macular hole; Vitrectomy; Pars plana; Medicine; Surgery; Transplantation; Internal limiting membrane; Ophthalmology; Visual acuity","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":[0.0001540053,0.0001245075,0.0002135996,0.000182504,0.0001990514,0.00002623749,0.00009450867,0.00007760671,0.00007742867],"category_scores_gemma":[0.0001590926,0.00008425752,0.000123776,0.0005332966,0.00004809914,0.00002288926,0.00001812046,0.0001459264,0.00001452369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002367833,"about_ca_system_score_gemma":0.001098718,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03549149,"about_ca_topic_score_gemma":0.04246604,"domain_scores_codex":[0.9990931,0.00002540846,0.0001668395,0.0002644333,0.0001375568,0.0003126563],"domain_scores_gemma":[0.9988178,0.000103302,0.00002331168,0.0003749972,0.0003740688,0.0003065397],"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":[0.001052292,0.00008251718,0.2752387,0.0007648022,0.001446616,0.004040155,0.007456531,0.0005312218,0.001290471,0.02796897,0.6393528,0.04077498],"study_design_scores_gemma":[0.0005532373,0.00005922223,0.0179648,0.0002319049,0.0001336711,0.000007929772,0.001779142,0.00009573197,0.000420456,0.00008764095,0.97853,0.0001362917],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9409599,0.001188559,0.0006454559,0.03863797,0.0004228136,0.001209845,0.0003658808,0.0001071377,0.01646248],"genre_scores_gemma":[0.9831827,0.000005246451,0.0008908851,0.007828249,0.0003410974,0.000164973,0.0004421655,0.00002484431,0.007119808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3391772,"threshold_uncertainty_score":0.9750065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01569424166206523,"score_gpt":0.2860998601401136,"score_spread":0.2704056184780483,"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."}}