{"id":"W2059896643","doi":"10.1023/a:1006359308505","title":"Resection margin status in lumpectomy specimens of infiltrating lobular carcinoma","year":2000,"lang":"en","type":"article","venue":"Breast Cancer Research and Treatment","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Lumpectomy; Margin (machine learning); Lobular carcinoma; Medicine; Carcinoma; Invasive lobular carcinoma; Breast cancer; Resection; Mastectomy; Radiology; Pathology; Oncology; Cancer; Internal medicine; Surgery; Ductal carcinoma; Invasive ductal carcinoma","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":[0.0001245643,0.0001780035,0.0002119924,0.0001216355,0.0001187294,0.00001962659,0.00006652198,0.00006991471,0.0002698533],"category_scores_gemma":[0.00000706915,0.0001492096,0.00004628158,0.0002462206,0.0001993204,0.000008321182,0.0000508152,0.00008516378,0.000005869691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002908144,"about_ca_system_score_gemma":0.0001935293,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01550083,"about_ca_topic_score_gemma":0.007405078,"domain_scores_codex":[0.9985083,0.0001062665,0.0001974085,0.0004272012,0.0002409256,0.0005199442],"domain_scores_gemma":[0.999448,0.00002559433,0.00003461451,0.0002587572,0.0001074043,0.0001256285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004119558,0.0008752369,0.8364046,0.00005581599,0.0003476307,0.00005987619,0.0006364129,0.00007968571,0.04453895,0.00007174343,0.0003068227,0.1125037],"study_design_scores_gemma":[0.00308713,0.0008679752,0.9630674,0.00005580647,0.0000159489,0.00004546607,0.0002914522,0.0000124574,0.02921887,0.00005734307,0.003145241,0.0001349239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929793,0.00402925,9.667243e-7,0.0003365326,0.00002536843,0.0003565364,0.0002452066,0.00000625467,0.002020527],"genre_scores_gemma":[0.9937669,0.005074387,0.00007296456,0.00001063652,0.0001687949,0.0002770024,0.00006137653,0.0000193237,0.0005486248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1266628,"threshold_uncertainty_score":0.991055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02868393122932253,"score_gpt":0.3270239615652473,"score_spread":0.2983400303359248,"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."}}