{"id":"W2138659537","doi":"10.1093/jnci/djh023","title":"Workshop on Partial Breast Irradiation: State of the Art and the Science, Bethesda, MD, December 8-10, 2002","year":2004,"lang":"en","type":"article","venue":"JNCI Journal of the National Cancer Institute","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Breast cancer; Medicine; Radiation therapy; Medical physics; Mastectomy; Stage (stratigraphy); Oncology; Cancer; Surgery; Internal medicine","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":[0.0004162388,0.0001055723,0.0001269489,0.00003858595,0.0003154963,0.00002758985,0.0003542514,0.00003145756,0.00001767246],"category_scores_gemma":[0.0001820223,0.00004934988,0.0001204361,0.0002466654,0.00103956,0.00002419706,0.0001129503,0.000127178,0.000002287627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001707515,"about_ca_system_score_gemma":0.0008369784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002929378,"about_ca_topic_score_gemma":0.0002676453,"domain_scores_codex":[0.9988202,0.00004201828,0.0002462767,0.0001274579,0.0006370291,0.0001270243],"domain_scores_gemma":[0.9989461,0.00003194509,0.0003494926,0.0001417718,0.0004917585,0.00003890967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.01162386,0.001126474,0.0161647,0.00007911873,0.003471327,0.000009073492,0.003369199,0.6586905,0.04501968,0.02612814,0.1854898,0.04882818],"study_design_scores_gemma":[0.02139268,0.0002697031,0.5170873,0.0007857404,0.0005893207,0.001012806,0.000163199,0.000163747,0.1585685,0.01195088,0.2873442,0.0006719435],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9611827,0.003041858,0.00009475862,0.02801828,0.002741829,0.0003365146,0.0001851115,0.000003222576,0.00439568],"genre_scores_gemma":[0.9973007,0.0005744605,0.00007097171,0.0009087623,0.0006618586,0.00001291461,0.000001159163,0.000006106576,0.0004630556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6585267,"threshold_uncertainty_score":0.3830301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02085867712450751,"score_gpt":0.2939099349229068,"score_spread":0.2730512577983993,"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."}}