{"id":"W4283019028","doi":"10.53876/001c.33954","title":"An unusual presentation of an aggressive form of breast cancer: A case study","year":2022,"lang":"en","type":"article","venue":"International Journal of Cancer Care and Delivery","topic":"Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Medicine; Malignancy; Breast cancer; Presentation (obstetrics); Metastatic breast cancer; Cancer; Surgery; Lesion; Chemotherapy; Disease; Metastasis; Radiology; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.00007440634,0.00007937344,0.0002310823,0.0001890038,0.00004381702,0.00001186017,0.00009322102,0.00001582541,0.0001678013],"category_scores_gemma":[0.000004158231,0.00006669582,0.00008851536,0.00007394015,0.00003363897,0.0002194309,0.00004302836,0.00009759902,3.365955e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003270718,"about_ca_system_score_gemma":0.0003851063,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01325284,"about_ca_topic_score_gemma":0.0026578,"domain_scores_codex":[0.9988512,0.00004154653,0.0003468382,0.0001089188,0.000586715,0.00006474289],"domain_scores_gemma":[0.9981228,0.00003229517,0.0005890666,0.00007965676,0.001091684,0.00008446651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003752802,0.00185586,0.5734065,0.00006235741,0.001507819,0.007535789,0.0199059,0.001402943,0.0008615407,0.00001413109,0.0002273691,0.389467],"study_design_scores_gemma":[0.0198221,0.01691406,0.7413974,0.0007265589,0.00204877,0.02556577,0.1818724,0.0007124679,0.01004694,0.00008853439,0.0005182265,0.0002867451],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992162,0.006430009,0.000004183406,0.0001880934,0.0004440596,0.0001783497,0.0005598454,0.000002448715,0.00003094341],"genre_scores_gemma":[0.9980301,0.001461678,0.00004037,0.00009832004,0.0002966717,0.00004173734,0.00001611157,0.000008639789,0.00000638989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3891803,"threshold_uncertainty_score":0.993318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01685068602724313,"score_gpt":0.3697332186950075,"score_spread":0.3528825326677643,"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."}}