{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004401106,0.0002563194,0.0004404029,0.0001646802,0.0001078187,0.00007403887,0.00005741859,0.00009326077,0.0003074347],"category_scores_gemma":[0.00008225997,0.0001580652,0.0002113508,0.0004227736,0.00009960874,0.0001092803,0.00005598314,0.0003540647,0.00006323635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001472714,"about_ca_system_score_gemma":0.000400555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001092721,"about_ca_topic_score_gemma":0.000009705103,"domain_scores_codex":[0.9982857,0.00006174374,0.000323511,0.0004743435,0.0004425511,0.0004121241],"domain_scores_gemma":[0.9992499,0.00007683018,0.00005989194,0.0003088066,0.00009740251,0.0002072095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.009401781,0.0004230831,0.8415822,0.004731643,0.001111551,0.01775254,0.001663389,0.0000576387,0.08728056,0.0007540178,0.003539984,0.03170161],"study_design_scores_gemma":[0.006990254,0.006396807,0.1509229,0.0357848,0.004343307,0.03404164,0.001428018,0.1217624,0.05532061,0.0001654306,0.579565,0.003278742],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921042,0.000954146,0.0009566983,0.0006214432,0.0002676613,0.0004168698,0.000002691664,0.0005813804,0.004094886],"genre_scores_gemma":[0.9813385,0.00008115028,0.01384139,0.0002910134,0.0005053452,0.00002353037,0.0000130354,0.00006802966,0.003837992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6906593,"threshold_uncertainty_score":0.644571,"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."}}