{"id":"W3096939895","doi":"10.1097/gox.0000000000003091","title":"Breast Implant-associated Anaplastic Large Cell Lymphoma: A Canadian Surgical Oncology Survey","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":"Anaplastic large-cell lymphoma; Medicine; Breast implant; Surgical oncology; Breast cancer; Respondent; Implant; Oncology; Internal medicine; Surgery; Cancer; Lymphoma","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000836456,0.0005410954,0.00159095,0.0002302605,0.000352391,0.0001570032,0.0003797884,0.0005387895,0.001032895],"category_scores_gemma":[0.0004655717,0.0004992357,0.0003020131,0.001187173,0.0002976099,0.0003577809,0.0002392728,0.0003780416,0.0005021997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001442223,"about_ca_system_score_gemma":0.005380079,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05107421,"about_ca_topic_score_gemma":0.1283994,"domain_scores_codex":[0.9958425,0.0006223313,0.0009001673,0.000923403,0.0003820806,0.001329474],"domain_scores_gemma":[0.9945119,0.002313404,0.0004210188,0.0002491834,0.0004149665,0.00208955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006218804,0.0007097616,0.7836158,0.00008615354,0.0007325397,0.004129733,0.00009200673,0.000004034116,0.00001293704,0.0002616793,0.01705397,0.1870826],"study_design_scores_gemma":[0.01263896,0.0006019968,0.6266732,0.0002819969,0.0004596959,0.347613,0.0005964678,0.000764587,0.000058815,0.0001133725,0.009126426,0.001071409],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660047,0.00008048754,0.00006293035,0.0005813719,0.003361916,0.0008116103,0.0122445,0.0001265833,0.01672593],"genre_scores_gemma":[0.9975559,0.00002738539,0.0001551794,0.0002739877,0.0003138738,0.00002859132,0.001541566,0.00004282707,0.00006066473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3434833,"threshold_uncertainty_score":0.9998803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02771412581952672,"score_gpt":0.2706363398027433,"score_spread":0.2429222139832166,"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."}}