{"id":"W2328014880","doi":"10.1016/j.brachy.2011.02.045","title":"Modeling a Hypothetical 57Co Source for Brachytherapy Application","year":2011,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre hospitalier de l'Université Laval; Centre hospitalier universitaire de Québec","funders":"","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":[0.0002636246,0.000176748,0.0002731834,0.0000776075,0.0001225274,0.00001491097,0.0001535734,0.0001341475,0.0001679476],"category_scores_gemma":[0.00003401047,0.0001507957,0.0001671829,0.0001616904,0.00009483817,0.00006191936,0.00001523102,0.0001864489,0.00004131987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003316731,"about_ca_system_score_gemma":0.00005390179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005328656,"about_ca_topic_score_gemma":0.000001883378,"domain_scores_codex":[0.9987636,0.00001946839,0.0003253187,0.0003880495,0.0001934721,0.0003100558],"domain_scores_gemma":[0.9990085,0.00004916503,0.00006174642,0.0005478432,0.0001229969,0.0002097049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00145058,0.002145666,0.002146129,0.0001664454,0.0001964702,0.000006490003,0.001966546,0.00005042116,0.1241532,0.07468415,0.007682333,0.7853516],"study_design_scores_gemma":[0.004080925,0.0009627268,0.0006610585,0.0001017753,0.00013086,0.0002104801,0.0001111417,0.7103879,0.02280514,0.03861152,0.2213653,0.0005711584],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1001931,0.000185681,0.8928784,0.003625374,0.00003292608,0.001338197,0.000005662528,0.0004546869,0.001285949],"genre_scores_gemma":[0.7949136,0.0001339228,0.1987183,0.004083539,0.0002972594,0.001140474,0.00003683674,0.00007122146,0.0006048059],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7847804,"threshold_uncertainty_score":0.6149269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06513388451754952,"score_gpt":0.3247261018199551,"score_spread":0.2595922173024056,"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."}}