{"id":"W4254922633","doi":"10.1016/j.brachy.2021.06.098","title":"PO10","year":2021,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Medicine; Implant; Breast implant; Medical physics; Nuclear medicine; 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":[0.00002736585,0.00004544488,0.00009392921,0.00002252248,0.00002857673,0.000007679451,0.00001216941,0.00004491177,0.0008326713],"category_scores_gemma":[0.000002610884,0.00003690579,0.00004988158,0.00008747195,0.0000178141,0.00002955602,0.000003613141,0.00006935049,0.0001054284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000095732,"about_ca_system_score_gemma":0.00006291107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003109486,"about_ca_topic_score_gemma":0.000003581416,"domain_scores_codex":[0.999669,0.00001145929,0.00007079576,0.00009457519,0.00006614911,0.00008798911],"domain_scores_gemma":[0.9997754,0.00000931515,0.00001542785,0.0001091554,0.00004173104,0.00004904109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.00007443736,0.00006012896,0.01412604,0.00001229869,0.00004527371,0.0001544864,0.00005974095,1.856027e-7,0.01750391,0.0009264348,0.001818494,0.9652185],"study_design_scores_gemma":[0.004884725,0.0001971773,0.2527075,0.0001073955,0.00006716912,0.4737347,0.0002643248,0.0000846913,0.1024667,0.001881198,0.1633161,0.0002883197],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858079,0.0007708687,0.0001975181,0.001811042,0.0004443536,0.00005125571,0.000002262742,0.00006064323,0.01085414],"genre_scores_gemma":[0.9881783,0.0001103202,0.002085335,0.0008194537,0.0005284182,0.000003262836,0.00003068697,0.00001188166,0.008232342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9649302,"threshold_uncertainty_score":0.9117166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01570449362921251,"score_gpt":0.2704108297539006,"score_spread":0.2547063361246881,"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."}}