{"id":"W4396777761","doi":"10.1016/j.brachy.2024.03.005","title":"Seed distribution stability in permanent breast seed implant brachytherapy","year":2024,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency; University of British Columbia, Okanagan Campus; University of British Columbia; Okanagan University College; Kelowna General Hospital","funders":"Natural Sciences and Engineering Research Council of Canada; BC Cancer Foundation","keywords":"Medicine; Brachytherapy; Implant; Breast implant; Distribution (mathematics); Internal medicine; Surgery; Radiation therapy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007931523,0.0001532828,0.0002559835,0.0005478298,0.0004115649,0.0008204827,0.0003269709,0.0002603562,0.002348888],"category_scores_gemma":[0.003687566,0.0002407445,0.0001839487,0.0003856424,0.0005446795,0.000465364,0.0003778457,0.0002926465,0.0004133478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007729705,"about_ca_system_score_gemma":0.0004264584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001220034,"about_ca_topic_score_gemma":0.0009840182,"domain_scores_codex":[0.9996917,0.00008796597,0.00001736978,0.00005883287,0.000112847,0.00003123405],"domain_scores_gemma":[0.9982768,0.0009913605,0.0002754514,0.0001271665,0.0002509718,0.00007818067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.008613979,0.0002052972,0.06700572,0.0003850461,0.0001172348,0.0008875419,0.001156656,0.02383153,0.780147,0.002784707,0.0008406838,0.1140245],"study_design_scores_gemma":[0.0001499709,0.005407825,0.1770276,0.00008744762,0.0003085136,0.006152442,0.0007894168,0.06290887,0.7369844,0.001698001,0.008388658,0.00009685323],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9702955,0.004378844,0.02072267,0.000182445,0.00004887371,0.00002490575,0.0001087422,0.0001687836,0.004069214],"genre_scores_gemma":[0.9982255,0.0001878124,0.0007641017,0.00001439985,0.000009920012,0.000006121108,0.00003037079,0.0000704328,0.0006913648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002348888,"threshold_uncertainty_score":0.007857859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01371255268943445,"score_gpt":0.2645702881490879,"score_spread":0.2508577354596535,"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."}}