{"id":"W4387206916","doi":"10.1016/j.ijrobp.2023.06.1022","title":"The Effect of Clinical (Anatomical) and Prognostic Stage Groups on Survival in Patients Diagnosed with Breast Cancer: MULTI-Center Study Results, TROD Breast Cancer Study Group","year":2023,"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":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"McGill University","keywords":"Medicine; Breast cancer; Stage (stratigraphy); Oncology; Internal medicine; Center (category theory); Cancer","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001274703,0.0004949138,0.0005364241,0.0007275351,0.0003626476,0.0007683376,0.0005283827,0.0006159578,0.001178422],"category_scores_gemma":[0.002235002,0.0003242778,0.001090708,0.001235821,0.0002770096,0.0005983545,0.0004851082,0.0006530209,0.0001517652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000325591,"about_ca_system_score_gemma":0.0003017627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00430039,"about_ca_topic_score_gemma":0.006001772,"domain_scores_codex":[0.9992877,0.0003586174,0.00005862626,0.0001270069,0.00006400277,0.0001041422],"domain_scores_gemma":[0.997905,0.0006381698,0.0006635049,0.0002424614,0.0001222473,0.0004285622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004914823,0.0001085597,0.9924242,0.00001267638,0.0004277179,0.00004858435,0.00004408183,0.0001231211,0.0003864734,0.00001628583,0.0001490734,0.001344316],"study_design_scores_gemma":[0.000135073,0.0004383913,0.9987037,0.000003292042,0.0002394438,0.00006753584,0.00007649457,0.0001213462,0.0000819293,0.00002174352,0.0001059061,0.000004977072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981979,0.0005961122,0.00006047387,0.00005330833,0.000008244246,0.000006511046,0.0007525115,0.000003281346,0.0003218088],"genre_scores_gemma":[0.9985372,0.0001504464,0.00004469909,0.00002758967,0.00001713997,0.000007435014,0.001006118,0.000003300501,0.0002060634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00430039,"threshold_uncertainty_score":0.008550704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01677143397394373,"score_gpt":0.3535633881780589,"score_spread":0.3367919542041151,"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."}}