{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002599752,0.0007039164,0.0009217827,0.0007600087,0.0009899343,0.001809535,0.001833237,0.004964014,0.01307622],"category_scores_gemma":[0.001123058,0.001071135,0.001286247,0.001337756,0.001033305,0.000928498,0.0008003867,0.0009094293,0.001431781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001803666,"about_ca_system_score_gemma":0.001872664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02895451,"about_ca_topic_score_gemma":0.01216781,"domain_scores_codex":[0.9998389,0.00004108475,0.000006139814,0.00003244964,0.00004145448,0.00003982185],"domain_scores_gemma":[0.9995103,0.0002797035,0.00004904529,0.00002699149,0.00007443563,0.00005941587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005453711,0.00002470799,0.0003144224,0.00003454192,0.00001462608,0.0003477348,0.00003625908,0.9936795,0.0009151567,0.00329409,0.0003954663,0.0008888026],"study_design_scores_gemma":[0.00005544459,0.00004623751,0.0004350133,0.00001207484,0.00002787525,0.0001751608,0.00004732348,0.9954516,0.0005124878,0.002010462,0.00120251,0.00002375012],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4860674,0.001503554,0.2325055,0.004468835,0.0004606759,0.0005513847,0.005423408,0.001820044,0.2671993],"genre_scores_gemma":[0.9366198,0.0006270509,0.01323456,0.0003219926,0.0000530173,0.000215097,0.0005688266,0.0002946014,0.04806504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02895451,"threshold_uncertainty_score":0.05757195,"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."}}