{"id":"W2573357968","doi":"10.1158/1078-0432.ccr-16-2265","title":"Differentiation between Radiation Necrosis and Tumor Progression Using Chemical Exchange Saturation Transfer","year":2017,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Lanthanide and Transition Metal Complexes","field":"Materials Science","cited_by":155,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital; University of Toronto; Sunnybrook Health Science Centre","funders":"Canadian Cancer Society Research Institute; Terry Fox Research Institute","keywords":"Necrosis; Magnetization transfer; Medicine; Radiosurgery; Nuclear medicine; Tumor progression; Magnetic resonance imaging; Radiation therapy; Pathology; Nuclear magnetic resonance; Radiology; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001832425,0.00009734869,0.0002352831,0.00005800352,0.0007088541,0.0004346172,0.0002419382,0.0001071135,0.0003420987],"category_scores_gemma":[0.0002861829,0.00007614007,0.0000602296,0.00006739768,0.0003996958,0.000474499,0.00009623612,0.000291034,0.00002201262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005155286,"about_ca_system_score_gemma":0.0000724393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003663049,"about_ca_topic_score_gemma":0.00005514273,"domain_scores_codex":[0.998064,0.0003686408,0.0003553684,0.0003945986,0.0005237102,0.0002937255],"domain_scores_gemma":[0.9990279,0.0002657234,0.00008016649,0.0002987345,0.0001750335,0.0001524286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002345799,0.00006738861,0.05235425,0.0001158308,0.00001271871,0.000003370079,0.0001701052,7.933577e-7,0.899377,0.0001481589,0.0001019896,0.04741383],"study_design_scores_gemma":[0.001283167,0.0001624862,0.4498209,0.0001645913,0.00004925735,0.000001650312,0.00001615724,0.0008366476,0.5452837,0.001721109,0.0004733256,0.00018705],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974395,0.0002910276,0.0007001701,0.0008236542,0.0002608787,0.0003408978,0.00005313213,0.00002765649,0.00006310135],"genre_scores_gemma":[0.9985648,0.0002192009,0.000319407,0.0000361679,0.0007514877,0.00004650047,0.00002500746,0.00001327066,0.0000241973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3974667,"threshold_uncertainty_score":0.5452004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.353509230403693,"score_gpt":0.5312767104444008,"score_spread":0.1777674800407078,"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."}}