{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007018256,0.0006326127,0.0007889438,0.0008464649,0.0009818883,0.001159424,0.001063346,0.001038711,0.003055888],"category_scores_gemma":[0.008958574,0.0004773469,0.0009299156,0.0008547108,0.001248413,0.0004916928,0.001262206,0.0007662117,0.0009356002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001043488,"about_ca_system_score_gemma":0.001080392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004248148,"about_ca_topic_score_gemma":0.003844543,"domain_scores_codex":[0.9950127,0.002575323,0.0003509576,0.0008297285,0.0009273506,0.0003039557],"domain_scores_gemma":[0.988309,0.003525384,0.001245236,0.003697574,0.002802918,0.0004198985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04573624,0.006726109,0.5269071,0.001053772,0.001287964,0.001076347,0.01635806,0.01701009,0.2506712,0.001827705,0.00183988,0.1295056],"study_design_scores_gemma":[0.0006045289,0.02662568,0.7996482,0.0001168274,0.001363551,0.002492449,0.004426959,0.008006776,0.1459333,0.0005502564,0.01000117,0.000230286],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925741,0.0002573019,0.004569151,0.0000248844,0.00002725232,0.0002153671,0.0004330306,0.00006371997,0.001835193],"genre_scores_gemma":[0.9954019,0.00007825592,0.002888675,0.00002856705,0.00001266919,0.0001333823,0.0005132366,0.00009906458,0.0008442992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007018256,"threshold_uncertainty_score":0.03711653,"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."}}