{"id":"W2810178810","doi":"10.1016/j.brachy.2018.04.245","title":"Inter-Centre Validation of Plan Reconstruction in Permanent Breast Seed Implant","year":2018,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia; Kelowna General Hospital; University of Victoria; University of Calgary","funders":"","keywords":"Medicine; Lumpectomy; Implant; Breast reconstruction; Breast implant; Medical physics; Surgery; Mastectomy; Breast 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":[0.00005790041,0.00009579031,0.0001090849,0.00004186199,0.0000284342,0.000005276426,0.00005548045,0.00005711672,0.00003464142],"category_scores_gemma":[0.000003695382,0.00008620061,0.0000371057,0.00005562441,0.00007364274,0.000004344526,0.00002133288,0.00002867622,0.000007208639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002364633,"about_ca_system_score_gemma":0.00002161116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000110197,"about_ca_topic_score_gemma":0.0002709348,"domain_scores_codex":[0.9994462,0.00003867493,0.0001531209,0.0001866704,0.0000545364,0.000120786],"domain_scores_gemma":[0.9996912,0.000004910914,0.00007678934,0.0001501135,0.00005622223,0.00002073205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001077503,0.0002486917,0.5926804,0.00002005714,0.0001737419,0.00000390044,0.001136485,0.000006633483,0.3169929,0.00005221245,0.0006854557,0.08692201],"study_design_scores_gemma":[0.002249702,0.0003214451,0.5860368,0.00006938773,0.00001576404,0.0005115277,0.0003770807,0.00001963145,0.4079746,0.0001080199,0.002117942,0.0001980619],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988047,0.0001214173,0.00009802816,0.00027513,0.0002241004,0.0001059429,0.00005578282,0.000007575926,0.0003072929],"genre_scores_gemma":[0.9992251,0.0001101538,0.000172794,0.00007524105,0.0002298656,0.000008233884,0.0001165978,0.00001024918,0.00005173809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09098171,"threshold_uncertainty_score":0.3515159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008611289829167763,"score_gpt":0.2432803235340414,"score_spread":0.2346690337048737,"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."}}