{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001636184,0.0005376788,0.0004228784,0.002039636,0.0008872594,0.001969407,0.0005827728,0.001040834,0.005384371],"category_scores_gemma":[0.002450151,0.0001779135,0.000774455,0.0008401049,0.001798631,0.003417328,0.001485026,0.002272165,0.001892793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006565665,"about_ca_system_score_gemma":0.0009088364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009550637,"about_ca_topic_score_gemma":0.002626973,"domain_scores_codex":[0.9994324,0.0001055141,0.00004546377,0.00006908961,0.0002559586,0.00009159601],"domain_scores_gemma":[0.9992337,0.000252306,0.0001391569,0.00005348512,0.0001398939,0.0001815005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002872731,0.0002253678,0.002164654,0.001859373,0.00005200432,0.001924747,0.000359554,0.0002516796,0.01181988,0.01044823,0.02398447,0.9466228],"study_design_scores_gemma":[0.0001913538,0.001630047,0.008946236,0.002692286,0.0002099402,0.02325226,0.001266413,0.001322274,0.01301515,0.0243859,0.9229311,0.0001569812],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.03581157,0.8476107,0.02845946,0.04951019,0.007312423,0.0001851281,0.000102577,0.0006925508,0.03031539],"genre_scores_gemma":[0.2347344,0.6529932,0.05497969,0.02581039,0.01096886,0.0001764784,0.00020482,0.0002885914,0.01984349],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.005384371,"threshold_uncertainty_score":0.01801258,"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."}}