{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004196833,0.00007874705,0.00006355224,0.00002403458,0.00005921188,0.000007316653,0.00006597779,0.00004028717,0.00003099765],"category_scores_gemma":[0.000008528919,0.0000696162,0.00004702416,0.0001154243,0.0000290357,0.000001040115,0.0000319464,0.00002074197,0.0002057239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005668003,"about_ca_system_score_gemma":0.00001568667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001227794,"about_ca_topic_score_gemma":0.00001739481,"domain_scores_codex":[0.9995413,0.0000137762,0.00005815939,0.0001741342,0.00005929399,0.0001533164],"domain_scores_gemma":[0.9997457,0.000005982085,0.00001739544,0.0001859732,0.00001876195,0.00002617435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004549886,0.000189918,0.1538477,0.00002061919,0.000648846,0.0000454051,0.0006047694,0.00009917064,0.3619391,0.001104738,0.2576256,0.2234192],"study_design_scores_gemma":[0.001286984,0.0001766519,0.4080971,0.000006280759,0.00000973425,0.0000198908,0.0001048968,0.00001165005,0.05163446,0.0005188896,0.5378879,0.0002456015],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940203,0.001043074,0.0001017683,0.001463486,0.0002223918,0.0000880627,0.00001682142,0.00008973961,0.002954335],"genre_scores_gemma":[0.9956232,0.0008093098,0.0001400442,0.0007463619,0.0003495295,0.00004429468,0.00009658609,0.0000203782,0.002170344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3103046,"threshold_uncertainty_score":0.2838866,"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."}}