{"id":"W2230652107","doi":"10.5539/cco.v5n1p25","title":"Radioactive Seed Localization for Nonpalpable Breast Lesions in a Community Hospital Setting","year":2016,"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; Margin (machine learning); Radiology; Nuclear 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003245338,0.000104753,0.0002504551,0.00001755374,0.0001330774,0.00000417816,0.00007780376,0.0001913051,0.000006823735],"category_scores_gemma":[0.0002066805,0.00007453775,0.00006980457,0.00004492602,0.0002404435,0.000005400131,0.0000960081,0.00009626684,0.000001126681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001028611,"about_ca_system_score_gemma":0.0001783108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002825025,"about_ca_topic_score_gemma":0.00169807,"domain_scores_codex":[0.9991118,0.0001639209,0.0002590509,0.0002382774,0.00003338732,0.0001935701],"domain_scores_gemma":[0.9992254,0.0003769394,0.0001009355,0.0001423961,0.00008558667,0.00006869298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009364751,0.0006733889,0.6531838,0.00002069491,0.0002274768,0.000002147985,0.0002367755,0.000009137809,0.001432826,0.00007404306,0.001709415,0.3414938],"study_design_scores_gemma":[0.009998197,0.002018334,0.962263,0.0001019995,0.0001205899,0.00001388096,0.0007418788,0.00006420881,0.001273801,0.0005182263,0.02261397,0.0002719371],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849954,0.0008325445,0.006136704,0.006459432,0.0004357593,0.0004150461,0.000234541,0.00001344039,0.0004771237],"genre_scores_gemma":[0.9969819,0.001411306,0.0003531195,0.0006149958,0.0002933911,0.0001857747,0.00003232071,0.00001245686,0.0001147765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3412219,"threshold_uncertainty_score":0.3039562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02820044754667502,"score_gpt":0.3815065877154374,"score_spread":0.3533061401687624,"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."}}