{"id":"W2146935345","doi":"10.1016/s0960-9776(03)00107-3","title":"Management of recurrent locoregional breast cancer: oncologist survey","year":2003,"lang":"en","type":"article","venue":"The Breast","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Axilla; Breast cancer; Axillary lymph nodes; Radiation oncologist; Radiation therapy; Systemic therapy; Disease; Cancer; Mastectomy; Lymph; Radiology; Oncology; General surgery; Surgery; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002604555,0.0001695205,0.0001626926,0.00001672718,0.0001018315,0.000007492457,0.0002225514,0.00005068365,0.00007220906],"category_scores_gemma":[0.000005804886,0.0001151689,0.00008287095,0.0001251624,0.000246088,0.00000203804,0.0001131521,0.00005476172,0.00001094365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005240938,"about_ca_system_score_gemma":0.00006758467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005072159,"about_ca_topic_score_gemma":0.0004461753,"domain_scores_codex":[0.9990174,0.0001489395,0.000174777,0.000269066,0.0001598712,0.0002299868],"domain_scores_gemma":[0.9993373,0.00002046711,0.0001127036,0.0003700359,0.0001137129,0.0000458395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003377062,0.001887768,0.7793437,0.0002129126,0.0035311,0.0000304067,0.0002210535,0.0003041242,0.002359632,0.009538492,0.05105617,0.1481376],"study_design_scores_gemma":[0.0008140692,0.0000564567,0.9895296,0.00004647408,0.00007830228,0.0002415159,0.0001230755,0.00000186856,0.001212747,0.00008915678,0.00764899,0.0001577937],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9714938,0.007194635,0.0003862847,0.003738696,0.0008066405,0.0008869244,0.002905015,0.00003981573,0.01254813],"genre_scores_gemma":[0.9981031,0.0009832839,0.00009734619,0.00008628376,0.00008949597,0.00008861518,0.00009009311,0.00001615066,0.0004455939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2101858,"threshold_uncertainty_score":0.4696452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0211995155002044,"score_gpt":0.2853426657060423,"score_spread":0.2641431502058379,"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."}}