{"id":"W2997745048","doi":"10.1097/gox.0000000000002554","title":"Death by Implants: Critical Analysis of the FDA-MAUDE Database on Breast Implant-related Mortality","year":2019,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; McGill University","funders":"","keywords":"Breast implant; Medicine; Anaplastic large-cell lymphoma; Implant; Breast cancer; Implant failure; Internal medicine; Lymphoma; Surgery; Cancer","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":[0.0005471667,0.0003900795,0.001376948,0.0002474337,0.0001471644,0.0000707569,0.0004092895,0.000236066,0.001376376],"category_scores_gemma":[0.0003458856,0.0002677447,0.0005262142,0.001329241,0.0004155668,0.0003628055,0.0002747003,0.0003873909,0.0001055737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002340798,"about_ca_system_score_gemma":0.0004623456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001147179,"about_ca_topic_score_gemma":0.0001105632,"domain_scores_codex":[0.9969724,0.000271416,0.0009109643,0.0007277002,0.000555911,0.0005615806],"domain_scores_gemma":[0.9963954,0.00189164,0.0004142033,0.0007511984,0.0002332502,0.0003143175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001083012,0.0002371119,0.9787123,0.00007024378,0.003340053,0.00004242628,0.00001379394,0.00001666677,0.0004061347,0.002991811,0.001547344,0.0115391],"study_design_scores_gemma":[0.001173621,0.00008552008,0.952417,0.0005653671,0.003452644,0.03988021,0.000190658,0.0006733253,0.0006679081,0.0004462297,0.00005747079,0.0003900748],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759315,0.00003673097,0.0000698626,0.0001346266,0.003016724,0.0006710956,0.01542456,0.00004053478,0.004674399],"genre_scores_gemma":[0.9988526,0.00001123381,0.0001120034,0.00008890178,0.00004797802,0.00001515059,0.0007845183,0.00001866668,0.00006901952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03983779,"threshold_uncertainty_score":0.9999775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02321290756214545,"score_gpt":0.3050652580849069,"score_spread":0.2818523505227614,"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."}}