{"id":"W3085249641","doi":"10.1016/j.brachy.2020.06.004","title":"The ABS brachytherapy schools","year":2020,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; Kelowna General Hospital; University of British Columbia","funders":"Bristol-Myers Squibb Foundation","keywords":"Medicine; Brachytherapy; Medical physics; Radiology; Radiation therapy","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":[0.00008162844,0.0002015654,0.0001463167,0.000009209978,0.0003185433,0.00006159858,0.0002667441,0.00007856862,0.00003382252],"category_scores_gemma":[0.00003624518,0.0001383867,0.0001254638,0.0001146656,0.00009171438,0.000004943187,0.00005589705,0.0001142988,0.00009586677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001404805,"about_ca_system_score_gemma":0.00004887626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000149633,"about_ca_topic_score_gemma":0.00002870179,"domain_scores_codex":[0.9989738,0.0000457978,0.0001742498,0.0003623018,0.0001479658,0.0002958267],"domain_scores_gemma":[0.9993676,0.0000263668,0.00007547928,0.0003611948,0.00006029827,0.000109091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003780061,0.0002706056,0.07901477,0.00002813616,0.001870175,0.00003195713,0.001411735,0.0001150522,0.2936185,0.003860719,0.1512541,0.4647442],"study_design_scores_gemma":[0.002012155,0.0004987823,0.03832918,0.000006798109,0.0000171231,0.00002069908,0.0002341021,0.00002456058,0.03505473,0.0005642441,0.9229058,0.0003318177],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8764881,0.0370509,0.002339516,0.07853051,0.0006593498,0.0008344944,0.00006545449,0.0001792179,0.003852391],"genre_scores_gemma":[0.9826906,0.004568183,0.0004013689,0.01038312,0.001236561,0.0001020144,0.0000363096,0.00004960627,0.0005322672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7716517,"threshold_uncertainty_score":0.5643247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01229668029335147,"score_gpt":0.2486970556243591,"score_spread":0.2364003753310077,"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."}}