{"id":"W4205986834","doi":"10.1142/8982","title":"Nuclear and Radiation Physics in Medicine","year":2013,"lang":"en","type":"book","venue":"WORLD SCIENTIFIC eBooks","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Radiation; Physics; Medical radiation; Nuclear physics; Medical physics","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":[0.0004505922,0.0002265367,0.0004805121,0.0006726445,0.0001354781,0.00005628504,0.0001010994,0.0001574289,0.0007932727],"category_scores_gemma":[0.00001987257,0.0001962598,0.00006367739,0.0001699815,0.0005189663,0.00006273879,0.00003003404,0.0004224676,0.0002513269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001841785,"about_ca_system_score_gemma":0.0001937689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009115826,"about_ca_topic_score_gemma":0.00006706818,"domain_scores_codex":[0.9984315,0.00003669787,0.0003730888,0.0004935861,0.0004396458,0.0002255046],"domain_scores_gemma":[0.9990399,0.00008035803,0.0001881307,0.0004471244,0.00007280507,0.0001716424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004424607,0.00003174931,0.000252553,0.0001753561,0.00005207478,0.00001827448,0.001612264,0.000001828909,0.0009787421,0.02141702,0.8962662,0.07914969],"study_design_scores_gemma":[0.001262369,0.00006677878,0.0008011903,0.0004713153,0.00006559829,0.000007191888,0.000023654,0.0003823686,0.0001058229,0.00765581,0.9889649,0.0001929872],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001930598,0.002070266,0.00001375132,0.0005647219,0.001113898,0.0007182537,0.00000780758,0.00007839112,0.9935023],"genre_scores_gemma":[0.004976748,0.00001934525,0.0001147473,0.0008564586,0.0007162513,0.00001195769,0.0001142766,0.00004865722,0.9931415],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0926987,"threshold_uncertainty_score":0.868578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03411701201601593,"score_gpt":0.2788771351599552,"score_spread":0.2447601231439392,"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."}}