{"id":"W2588657267","doi":"10.5539/cco.v6n1p51","title":"Initial Community Hospital Performance of Radioactive Seed Localization for Breast Cancer Patients","year":2017,"lang":"en","type":"article","venue":"Cancer and Clinical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Breast-conserving surgery; Margin (machine learning); Significant difference; Radiology; Cancer; Surgery; Nuclear medicine; Mastectomy; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004623051,0.0002307908,0.000204463,0.000549787,0.0008037806,0.0007027588,0.0003566829,0.00032674,0.006312791],"category_scores_gemma":[0.003538212,0.0002080877,0.0002303257,0.0005743697,0.0004964191,0.0004329548,0.0007977472,0.0003724032,0.0005924335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001772532,"about_ca_system_score_gemma":0.002339814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01020238,"about_ca_topic_score_gemma":0.01889567,"domain_scores_codex":[0.9992858,0.0001607044,0.00005349158,0.0001242043,0.0001368204,0.0002390554],"domain_scores_gemma":[0.996781,0.0003664526,0.001232939,0.0001051537,0.0004288072,0.001085657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004643593,0.0001705313,0.98774,0.00003955553,0.00001956128,0.0007779759,0.0002767637,0.0001270825,0.001085699,0.00002963725,0.0004975829,0.008771339],"study_design_scores_gemma":[0.00004057644,0.001403365,0.9932147,0.00003394559,0.00001806199,0.00169836,0.001839986,0.0003379573,0.0006245791,0.00003250201,0.000734433,0.00002161639],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998585,0.0001184776,0.00008752894,0.00009828669,0.000008487646,0.00004143511,0.0001016937,0.00001425992,0.0009448791],"genre_scores_gemma":[0.999526,0.00004953318,0.0001012494,0.00004811202,0.00000656378,0.00001663425,0.0001033403,0.000003255479,0.0001453234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01020238,"threshold_uncertainty_score":0.0211184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03645716786091271,"score_gpt":0.4054182285847304,"score_spread":0.3689610607238176,"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."}}