{"id":"W4386986218","doi":"10.1016/j.brachy.2023.06.197","title":"PO96","year":2023,"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":"Okanagan University College; University of British Columbia, Okanagan Campus; BC Cancer Agency; University of Calgary","funders":"","keywords":"Medicine; Seroma; Lumpectomy; Brachytherapy; Breast cancer; Nuclear medicine; Breast-conserving surgery; Implant; Radiation therapy; Mastectomy; Radiology; Cancer; Surgery","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005523552,0.0008735787,0.000436013,0.001676484,0.001409369,0.003470432,0.0009225958,0.001465247,0.8532506],"category_scores_gemma":[0.001517684,0.0003373097,0.0003883409,0.001357225,0.0005434728,0.001246838,0.001614769,0.001337644,0.8007466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007725029,"about_ca_system_score_gemma":0.0009288356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002409266,"about_ca_topic_score_gemma":0.003190626,"domain_scores_codex":[0.9996619,0.00003321629,0.00001897284,0.00008348242,0.0001594761,0.0000429561],"domain_scores_gemma":[0.999366,0.0000832211,0.00003067928,0.000145257,0.0002115367,0.0001632594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001921736,0.0001346771,0.0005290676,0.0001961761,0.000008460598,0.0001661494,0.00007379645,0.0001417663,0.003176393,0.02144581,0.6514217,0.3225138],"study_design_scores_gemma":[0.00001400266,0.00002084278,0.0004974609,0.00003182564,0.000001867181,0.0000751113,0.00001944526,0.0000440314,0.0004479151,0.001431835,0.9974119,0.000003706509],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007695326,0.0003234521,0.001023781,0.0008164954,0.0006454878,0.00008561446,0.003260115,0.0008351572,0.9922403],"genre_scores_gemma":[0.001270001,0.0001308158,0.0003805217,0.0001417936,0.00005489313,0.00002949602,0.001221494,0.0001448639,0.9966261],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1467494,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01183259968239355,"score_gpt":0.2760552120027949,"score_spread":0.2642226123204014,"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."}}