{"id":"W2172067244","doi":"10.3109/09553002.2014.980468","title":"Conventional in vivo irradiation procedures are insufficient to accurately determine tumor responses to non-uniform radiation fields","year":2014,"lang":"en","type":"article","venue":"International Journal of Radiation Biology","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University Belfast; Queen's University; Cancer Research UK; Public Health Agency; Friends of the Cancer Centre","keywords":"In vivo; Irradiation; Nuclear medicine; Medicine; Radiation therapy; Prostate; Cancer; Biology; Radiology; Internal medicine; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008209154,0.0001650366,0.0003378527,0.001476591,0.00004824789,0.00004680445,0.0002597622,0.0001358826,0.0002377611],"category_scores_gemma":[0.002429566,0.0001499611,0.0001282968,0.0003986944,0.00002829811,0.0002395046,0.00002659465,0.0002081342,0.00004593315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003828867,"about_ca_system_score_gemma":0.000300299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002235988,"about_ca_topic_score_gemma":0.00003146295,"domain_scores_codex":[0.9981415,0.0001411891,0.0008727672,0.0002280579,0.0004092885,0.0002071835],"domain_scores_gemma":[0.9980853,0.0003312813,0.0006671845,0.0001327434,0.0005581565,0.0002253838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01177226,0.001319033,0.7103095,0.00007582774,0.0004539734,0.0001078248,0.002817731,0.02170375,0.05160889,0.004088278,0.01736167,0.1783812],"study_design_scores_gemma":[0.004433963,0.001688312,0.924419,0.0001841212,0.0000286712,0.0002986949,0.0001227286,0.006297132,0.01647278,0.0004652442,0.04535244,0.0002368415],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9716467,0.0001155577,0.01582788,0.01013727,0.001546561,0.0003735485,0.0000381169,0.00001760406,0.0002967621],"genre_scores_gemma":[0.9900889,0.00008508364,0.001225237,0.007350272,0.001003301,0.00002437994,0.00003650823,0.00001534066,0.0001710043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2141095,"threshold_uncertainty_score":0.6115236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02097636705309323,"score_gpt":0.3383782731891286,"score_spread":0.3174019061360353,"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."}}