{"id":"W2003861755","doi":"10.1016/s0360-3016(03)01626-2","title":"A positive margin is not always an indication for radiotherapy after mastectomy in early breast cancer","year":2004,"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":59,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"","keywords":"Medicine; Breast cancer; Mastectomy; Lymphovascular invasion; Radiation therapy; Cancer; Surgical margin; Oncology; Cohort; Internal medicine; Total Mastectomy; Surgery; Metastasis","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":[0.0001999395,0.0001935918,0.0002776557,0.0001267311,0.00004841539,0.00002309155,0.0002866944,0.0002174841,0.00002132769],"category_scores_gemma":[0.00002732349,0.0001803677,0.0001555449,0.00009603,0.0001247533,0.0000521335,0.0000363427,0.0001587938,0.000003055325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007285479,"about_ca_system_score_gemma":0.0004786546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00013262,"about_ca_topic_score_gemma":0.00008224894,"domain_scores_codex":[0.9988422,0.00009310137,0.0004231993,0.0002844257,0.000145251,0.0002117658],"domain_scores_gemma":[0.9987127,0.00004957281,0.0005471928,0.0001239401,0.0004947688,0.00007186607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007264326,0.001263128,0.723199,0.00001079753,0.001871843,0.0000240517,0.003213547,0.001774663,0.05886958,0.003302122,0.0002975428,0.1989094],"study_design_scores_gemma":[0.01630969,0.001689782,0.9295166,0.00007586267,0.0001066302,0.0001719819,0.0001094702,0.0001245217,0.03910277,0.005627525,0.006780688,0.0003844503],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786775,0.0007807643,0.01284478,0.005915802,0.000761283,0.0002843135,0.0006858262,0.000008799327,0.00004095882],"genre_scores_gemma":[0.9919422,0.0008725472,0.002837194,0.002127476,0.001919872,0.0001269028,0.0001330942,0.00003012184,0.0000105822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2063177,"threshold_uncertainty_score":0.7355181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01040873637378198,"score_gpt":0.3160821958705663,"score_spread":0.3056734594967843,"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."}}