{"id":"W2085961532","doi":"10.1002/cncr.21988","title":"Proceedings of the consensus conference on breast conservation, April 28 to May 1, 2005, Milan, Italy","year":2006,"lang":"en","type":"article","venue":"Cancer","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency; Jewish General Hospital","funders":"","keywords":"Medicine; Cosmesis; Breast cancer; Consensus conference; Mastectomy; Breast-conserving surgery; Modalities; Stage (stratigraphy); Radiation therapy; Medical physics; General surgery; Oncology; Family medicine; Surgery; Internal medicine; Cancer","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":[0.00003799253,0.0001290825,0.0001232996,0.00001690087,0.00006601783,0.00001049664,0.0001271987,0.00005732897,0.0000407506],"category_scores_gemma":[0.00001546329,0.00009353432,0.00004940957,0.00008855486,0.0001343425,0.000001424298,0.00006073773,0.00003786014,0.000006631118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004434694,"about_ca_system_score_gemma":0.0001101145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005316372,"about_ca_topic_score_gemma":0.0006645119,"domain_scores_codex":[0.9993268,0.000006526835,0.0001404425,0.000237695,0.0001133169,0.0001751662],"domain_scores_gemma":[0.9994557,0.000007245854,0.0000865655,0.0001439007,0.0002718777,0.00003468314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003772002,0.0001210312,0.2626707,0.00005332987,0.0001448997,8.393135e-7,0.0001054109,0.00005488102,0.2477561,0.00382983,0.4841056,0.0007801594],"study_design_scores_gemma":[0.0009451585,0.00007266512,0.6100478,0.0001166085,0.00005278174,0.0000212971,0.0001495707,0.000005992234,0.2579567,0.0002396894,0.1301425,0.0002491874],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739717,0.0004223677,0.000006044867,0.01668612,0.0001700925,0.0002499842,0.0003160371,0.00001055189,0.008167069],"genre_scores_gemma":[0.9941829,0.00003930159,0.00008806814,0.001217563,0.0002009169,0.00008754626,0.00001211647,0.00001301365,0.004158578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3539631,"threshold_uncertainty_score":0.3814219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01319527430974392,"score_gpt":0.2496802521051853,"score_spread":0.2364849777954414,"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."}}