{"id":"W4386047410","doi":"10.1016/j.breast.2023.08.006","title":"Explaining risks and benefits of loco-regional treatments to patients","year":2023,"lang":"en","type":"article","venue":"The Breast","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Sentinel lymph node; Multidisciplinary approach; Modalities; Breast cancer; Intensive care medicine; Sentinel node; Quality of life (healthcare); Radiation therapy; Medical physics; Cancer; Surgery; Internal medicine; Nursing","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":[0.00004488,0.000102263,0.00009481188,0.00002780998,0.00008839142,0.000005059281,0.00008301216,0.00003026542,0.000004074839],"category_scores_gemma":[0.000009600885,0.00007010599,0.00003186547,0.000100537,0.00005535986,0.000001780447,0.0001453322,0.00001867835,0.00002097553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000934485,"about_ca_system_score_gemma":0.00001069945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001506023,"about_ca_topic_score_gemma":0.00003554414,"domain_scores_codex":[0.9994721,0.00001890179,0.00008804679,0.0001748108,0.00009824751,0.0001478863],"domain_scores_gemma":[0.9996848,0.00001531,0.00003864882,0.0001714519,0.00004668736,0.00004316261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004900939,0.0001856877,0.9105416,0.00001500492,0.0004820929,0.000001251468,0.0009672916,0.0002780659,0.002830761,0.0001474667,0.00383388,0.08022682],"study_design_scores_gemma":[0.0007114011,0.00009523238,0.9958575,0.00001966662,0.00003300853,0.00001131629,0.0001091716,0.000002819668,0.002512979,0.0000227552,0.0005522499,0.00007184249],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987813,0.0001848321,0.00000439863,0.0004843504,0.00004172781,0.0001398005,0.0001642751,0.00001100051,0.0001883295],"genre_scores_gemma":[0.9993773,0.0001240866,0.00003812495,0.0001122737,0.00007280448,0.00004990928,0.0001098832,0.00001223816,0.0001033947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08531597,"threshold_uncertainty_score":0.2858839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03801203491805294,"score_gpt":0.2804020069672601,"score_spread":0.2423899720492071,"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."}}