{"id":"W1966235706","doi":"10.1016/j.brachy.2011.02.073","title":"Safety and Efficacy of Breast Re-Irradiation With High-Dose-Rate Brachytherapy","year":2011,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Jewish General Hospital","funders":"","keywords":"Medicine; Brachytherapy; Lumpectomy; Radiation therapy; Breast cancer; Mastectomy; Radiology; External beam radiotherapy; Nuclear medicine; Surgery; Cancer; 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":[0.0001183352,0.0002196817,0.0002457376,0.00004288586,0.00008992241,0.000008982595,0.00009519448,0.00009561386,0.00005982642],"category_scores_gemma":[0.000006729688,0.0001736004,0.00005181106,0.0001090794,0.000164271,0.00001053126,0.00002567937,0.00005624438,0.00000345948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001561526,"about_ca_system_score_gemma":0.00004510177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002456767,"about_ca_topic_score_gemma":0.0001489863,"domain_scores_codex":[0.9990373,0.00007529079,0.0002109353,0.0003677079,0.0001000867,0.0002086503],"domain_scores_gemma":[0.9993181,0.00002440066,0.0001643772,0.0003459046,0.00008395569,0.00006330627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04588642,0.002080764,0.3709818,0.0001180598,0.003459929,0.00003508122,0.005289416,0.0001091324,0.2335738,0.003600793,0.0006762,0.3341886],"study_design_scores_gemma":[0.004976387,0.0007885316,0.9722648,0.0000225205,0.00003876334,0.00005452596,0.00006846004,0.000004119901,0.01980036,0.0001010093,0.001656623,0.0002238573],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964047,0.001662856,0.0004607922,0.0002956342,0.00007913872,0.0002794655,0.00006759862,0.00002476618,0.0007250579],"genre_scores_gemma":[0.9962315,0.001825788,0.001263116,0.0002739765,0.0001480803,0.00002462717,0.00007801273,0.00003987654,0.0001150326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6012831,"threshold_uncertainty_score":0.7079218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01092446965653986,"score_gpt":0.2291598094212932,"score_spread":0.2182353397647533,"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."}}