{"id":"W1968083346","doi":"10.1016/j.ijrobp.2006.04.001","title":"Proceedings of the consensus conference on Breast Conservation, Milan, Italy, April 28–May 1, 2005","year":2006,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency; Jewish General Hospital","funders":"","keywords":"Medicine; Cosmesis; Breast cancer; Mastectomy; Breast-conserving surgery; Radiation therapy; Stage (stratigraphy); Modalities; Consensus conference; General surgery; Oncology; Surgery; Medical physics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02282871,0.001733721,0.00179119,0.002341262,0.002688304,0.004285393,0.003644409,0.01394857,0.01924117],"category_scores_gemma":[0.02278966,0.0008656163,0.00194223,0.001878623,0.001354408,0.002278718,0.003899433,0.01216071,0.00479405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007506249,"about_ca_system_score_gemma":0.02013019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01618402,"about_ca_topic_score_gemma":0.03241758,"domain_scores_codex":[0.993283,0.001959441,0.001197468,0.000681234,0.001908888,0.0009699825],"domain_scores_gemma":[0.982703,0.003182335,0.001810166,0.0004675124,0.006957337,0.004879703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005004034,0.0001287675,0.001751209,0.001566604,0.0001233444,0.0004145977,0.0004010206,0.0004971638,0.0005775485,0.00163118,0.9398471,0.05256116],"study_design_scores_gemma":[0.0002068348,0.00007801305,0.006988471,0.003924662,0.000162043,0.0003779766,0.001005627,0.0002573983,0.0005082958,0.001545361,0.9848918,0.00005360613],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0073364,0.1041083,0.005673132,0.6084579,0.2339377,0.0014307,0.005665218,0.0001806448,0.03321005],"genre_scores_gemma":[0.1317439,0.1781601,0.04510055,0.2406763,0.1489067,0.007738401,0.02467003,0.001089915,0.2219141],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02282871,"threshold_uncertainty_score":0.1207312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0144891016448876,"score_gpt":0.2850825243879888,"score_spread":0.2705934227431012,"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."}}