{"id":"W2794346189","doi":"10.1177/2474126418759764","title":"Primary Combined Pars Plana Vitrectomy and Phacoemulsification With Anterior Segment Removal of Posterior Segment Intraocular Foreign Bodies: A 30-Month Longitudinal Study","year":2018,"lang":"en","type":"article","venue":"Journal of VitreoRetinal Diseases","topic":"Traumatic Ocular and Foreign Body Injuries","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Hôpital Maisonneuve-Rosemont; McGill University Health Centre","funders":"","keywords":"Pars plana; Vitrectomy; Medicine; Phacoemulsification; Posterior segment of eyeball; Retinal detachment; Ophthalmology; Visual acuity; Proliferative vitreoretinopathy; Anterior Eye Segment; Intraocular lens; Vitreous hemorrhage; Surgery; Retinal; Cornea","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003498336,0.0003125504,0.0008991918,0.0002555372,0.0001319416,0.00005895548,0.0001495608,0.00005063875,0.000111351],"category_scores_gemma":[0.0000828001,0.0002127339,0.0002054602,0.0001389385,0.0006058897,0.0002227139,0.00005949886,0.0001641087,0.000002324154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001153718,"about_ca_system_score_gemma":0.0002001625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001688627,"about_ca_topic_score_gemma":0.000005556393,"domain_scores_codex":[0.9975576,0.0001219021,0.0009213396,0.0002839522,0.0008323284,0.0002828767],"domain_scores_gemma":[0.9979603,0.00007676318,0.0007697605,0.0003163952,0.0005411346,0.0003356448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02901451,0.00460234,0.9355991,0.0009668336,0.001789261,0.002576406,0.002316107,0.000001675303,0.01285409,0.0002054837,0.0002732719,0.009800933],"study_design_scores_gemma":[0.008967733,0.02237684,0.9533593,0.001582048,0.002436116,0.002586976,0.003631016,0.00006228359,0.004390022,0.0002686066,0.0000744444,0.0002645915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996051,0.001581388,0.0006340368,0.0001508627,0.00006732721,0.0007977103,0.00005172669,0.00002123222,0.0006447529],"genre_scores_gemma":[0.9961951,0.00009538193,0.003288909,0.0001029343,0.0002150131,0.00001498639,0.00002142339,0.00003246305,0.00003372718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02004677,"threshold_uncertainty_score":0.8675036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01294512515040887,"score_gpt":0.2708781758232496,"score_spread":0.2579330506728407,"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."}}