{"id":"W4220929667","doi":"10.17975/sfj-2022-002","title":"Breast Implant Associated Lymphoma: Textured Breast Implants and Their Association with Cancer","year":2022,"lang":"en","type":"article","venue":"STEM Fellowship Journal","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; McMaster University","funders":"","keywords":"Medicine; Implant; Breast augmentation; Breast cancer; Silicone; Breast implant; Dentistry; Surgery; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0007144553,0.0002535508,0.0004517607,0.0001934153,0.0007823413,0.00009775553,0.0001017187,0.0001335387,0.000273841],"category_scores_gemma":[0.000002943703,0.0001713489,0.0001112072,0.0002797412,0.00004397138,0.0001614018,0.00005685083,0.0006077674,0.000004747194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001045912,"about_ca_system_score_gemma":0.0004157936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001715094,"about_ca_topic_score_gemma":0.0001316884,"domain_scores_codex":[0.9981256,0.0002247415,0.0003597265,0.0002526185,0.0005361274,0.0005012514],"domain_scores_gemma":[0.9987892,0.00008490643,0.0005329128,0.000114947,0.0001842095,0.000293817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.002242625,0.0002981173,0.5135512,0.00004522991,0.001348256,0.0004551242,0.001445391,0.00001801671,0.002034847,0.00001663868,0.007297596,0.4712469],"study_design_scores_gemma":[0.004446128,0.0001869131,0.2004483,0.000145989,0.0002119216,0.7913873,0.002243415,0.0001167508,0.0001987778,0.00004292126,0.0003552897,0.000216322],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956377,0.0004875264,0.00001830917,0.001142398,0.00113698,0.0002353326,0.0009139822,0.00006508787,0.0003626564],"genre_scores_gemma":[0.9974378,0.00006278584,0.00001699539,0.0001028075,0.0005173449,0.00002118175,0.0000805157,0.0000370446,0.00172347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7909321,"threshold_uncertainty_score":0.6987406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01012202960570099,"score_gpt":0.2221562892121688,"score_spread":0.2120342596064678,"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."}}