{"id":"W3025243246","doi":"10.1097/01.gox.0000667864.98847.f4","title":"Abstract QS2: Death By Implants: A Critical Analysis Of The FDA-MAUDE Database On Breast Implant-related Mortality","year":2020,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Breast implant; Implant; Breast cancer; Anaplastic large-cell lymphoma; Implant failure; Internal medicine; Cancer; Surgery; Lymphoma","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004118167,0.0004228794,0.00139574,0.0001642916,0.000192315,0.00008507462,0.0004347874,0.0002321496,0.001018759],"category_scores_gemma":[0.0007529634,0.0002984803,0.0005644086,0.001478339,0.0005074076,0.0003659677,0.0002659161,0.0004800174,0.00005365616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001750801,"about_ca_system_score_gemma":0.0005160851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001001643,"about_ca_topic_score_gemma":0.0001148578,"domain_scores_codex":[0.9968631,0.0001976014,0.001040685,0.0007732483,0.0005713885,0.0005540053],"domain_scores_gemma":[0.9965304,0.001730336,0.0004609077,0.0005101575,0.000221902,0.0005463232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002363379,0.00034381,0.9552457,0.000149676,0.005391345,0.0001994617,0.00004991968,0.00002932073,0.001050834,0.001710371,0.004564419,0.02890171],"study_design_scores_gemma":[0.00117141,0.00008888286,0.9662207,0.0004992439,0.003999695,0.02535106,0.0002927529,0.0007592546,0.0008506134,0.0002677051,0.00006216032,0.0004365732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97203,0.00005260567,0.0001270042,0.0006066235,0.001374704,0.0005517531,0.02253273,0.00005692162,0.002667661],"genre_scores_gemma":[0.9986839,0.00001400312,0.000132415,0.0002376786,0.00008817996,0.00001661729,0.0007991421,0.0000202794,0.00000779666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02846514,"threshold_uncertainty_score":0.9999467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03961260757249489,"score_gpt":0.3136216632926241,"score_spread":0.2740090557201292,"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."}}