{"id":"W2773547254","doi":"10.1016/j.brachy.2017.11.002","title":"Treatment planning considerations for permanent breast seed implant","year":2017,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Foothills Medical Centre; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Medicine; Radiation treatment planning; Implant; Breast tissue; Context (archaeology); Nuclear medicine; Surgery; Radiation therapy; Breast cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00004742783,0.0001337108,0.0002261295,0.00005155406,0.0006370972,0.00008406016,0.00003593268,0.0000735993,0.00006258173],"category_scores_gemma":[0.000006419318,0.00009740378,0.0001114551,0.00001000139,0.00006402839,0.00009968373,0.000006052654,0.00005363892,0.00001649388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005554367,"about_ca_system_score_gemma":0.00009017364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006126591,"about_ca_topic_score_gemma":0.0000216415,"domain_scores_codex":[0.9993793,0.00001058979,0.0001575752,0.0001820948,0.00007469131,0.0001957005],"domain_scores_gemma":[0.9993741,0.000060812,0.0001144163,0.0002979536,0.00005458019,0.00009813806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002673844,0.0007163234,0.1732736,0.00009577001,0.0009551417,0.0004336112,0.002062377,0.00002104783,0.02462889,0.004959713,0.004425868,0.7857538],"study_design_scores_gemma":[0.0106378,0.0008815171,0.584383,0.000115434,0.0001842587,0.3901556,0.0001851252,0.0007363646,0.00394829,0.001512724,0.006961279,0.000298686],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920717,0.0001434152,0.0002694042,0.00448961,0.0007253417,0.0007195635,0.0001787083,0.000078905,0.001323317],"genre_scores_gemma":[0.99635,0.00002812084,0.001586327,0.0001390484,0.0006737622,0.00007797486,0.00008288198,0.00001913111,0.001042789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7854551,"threshold_uncertainty_score":0.4900101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05074083612224992,"score_gpt":0.3291480066986077,"score_spread":0.2784071705763578,"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."}}