{"id":"W4401900860","doi":"10.1097/iae.0000000000004216","title":"INFERIOR RETINAL DETACHMENT REPAIR USING VITRECTOMY WITH OR WITHOUT SCLERAL BUCKLING","year":2024,"lang":"en","type":"article","venue":"Retina","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Hôpital du Saint-Sacrement","funders":"","keywords":"Retinal detachment; Vitrectomy; Proliferative vitreoretinopathy; Pars plana; Medicine; Scleral buckle; Ophthalmology; Scleral buckling; Tears; Visual acuity; Surgery; Retinal","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":[0.0005012204,0.0003269827,0.0005601,0.0007337102,0.0003010161,0.0004555768,0.0002597438,0.0002731835,0.001507498],"category_scores_gemma":[0.001567385,0.0001344107,0.0005950734,0.0004255062,0.0003571679,0.0003427333,0.0004986678,0.0002330005,0.0002550093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004051804,"about_ca_system_score_gemma":0.0004321978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006679654,"about_ca_topic_score_gemma":0.00197022,"domain_scores_codex":[0.9995242,0.00006508395,0.00007800903,0.00009856358,0.0001466689,0.00008746418],"domain_scores_gemma":[0.9992244,0.0001206363,0.000412156,0.00005801566,0.00003958181,0.0001452707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01004638,0.001473695,0.8628868,0.0006836325,0.001219239,0.002971408,0.0003179159,0.0009463522,0.0119702,0.000145791,0.0003936517,0.1069448],"study_design_scores_gemma":[0.0004714887,0.01121568,0.9676145,0.0002168382,0.0005272051,0.01584299,0.0004449366,0.000936268,0.001732519,0.00007459737,0.0008976514,0.00002536233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979851,0.001258125,0.000141583,0.00002174423,0.00001220071,0.00001734661,0.0000515327,0.000006346013,0.0005059683],"genre_scores_gemma":[0.9989287,0.0005348876,0.0002079061,0.00002509203,0.00003849795,0.00001299303,0.0001499827,0.000001598837,0.0001003851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001507498,"threshold_uncertainty_score":0.00504303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03508841327323112,"score_gpt":0.3232745288410148,"score_spread":0.2881861155677837,"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."}}