{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0142215,0.0005610352,0.002490275,0.01892047,0.00049872,0.001852716,0.001561077,0.0009908378,0.003973091],"category_scores_gemma":[0.06891046,0.0004136973,0.00422977,0.0154164,0.0005291564,0.001332688,0.001719639,0.0008623078,0.0006554823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00196671,"about_ca_system_score_gemma":0.004202641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009731301,"about_ca_topic_score_gemma":0.01286317,"domain_scores_codex":[0.9794341,0.006931126,0.007297033,0.002173926,0.003554186,0.000609628],"domain_scores_gemma":[0.876482,0.07120404,0.03036269,0.004666494,0.01605006,0.001234792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003940812,0.0001052828,0.8043649,0.07258562,0.01719807,0.0009947822,0.001170326,0.001109105,0.0007985033,0.002083884,0.04536675,0.05028206],"study_design_scores_gemma":[0.0008749274,0.0006623865,0.9061729,0.02104033,0.01644312,0.002417051,0.00233752,0.002194808,0.0008038933,0.0008595421,0.04599324,0.0002002296],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.2847956,0.2090601,0.002638395,0.004554507,0.000198807,0.002080443,0.4910783,0.0002470444,0.005346795],"genre_scores_gemma":[0.7434282,0.04716335,0.005187033,0.00290951,0.0003579467,0.003184897,0.1970259,0.0001170689,0.0006260145],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01892047,"threshold_uncertainty_score":0.07521141,"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."}}