{"id":"W2145594919","doi":"10.1186/1748-717x-6-121","title":"Evaluation of early imaging response criteria in glioblastoma multiforme","year":2011,"lang":"en","type":"article","venue":"Radiation Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Radiological weapon; Glioblastoma; Radiation therapy; Chemotherapy; Response Evaluation Criteria in Solid Tumors; Radiology; Internal medicine; Oncology; Nuclear medicine; Progressive disease","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":[0.001427384,0.00006605555,0.0001829409,0.0003088576,0.00001531038,0.000002350376,0.00002838073,0.00006029739,0.0004669198],"category_scores_gemma":[0.0004265272,0.00006089824,0.00003878153,0.0001668077,0.00003054077,0.00007991114,0.000009639119,0.00004701092,0.00003493325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004914639,"about_ca_system_score_gemma":0.0002669269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000160272,"about_ca_topic_score_gemma":0.00008377262,"domain_scores_codex":[0.9989207,0.0003494132,0.0002583653,0.0001308973,0.0002206218,0.000120011],"domain_scores_gemma":[0.9993652,0.0001234291,0.0001172354,0.000132007,0.0002136377,0.00004855922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004968727,0.001836523,0.5767979,0.00001603299,0.00007971199,0.0001023197,0.007591328,0.00002059596,0.0442742,0.0001901698,0.0003857377,0.3637367],"study_design_scores_gemma":[0.006106105,0.001077881,0.9628703,0.00002375938,0.0001411734,0.00002121916,0.0001354503,0.00578319,0.02308132,0.0001609193,0.0005513699,0.0000472921],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971775,0.0002346566,0.00001156994,0.0004950804,0.0001435467,0.0004176379,0.000003976691,0.00001416453,0.001501866],"genre_scores_gemma":[0.9993305,0.00001215657,0.0004224756,0.00009173185,0.00002697971,0.00009680963,0.000005045963,0.000008006515,0.000006337575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3860724,"threshold_uncertainty_score":0.5112444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05378494259642436,"score_gpt":0.3784330644615294,"score_spread":0.3246481218651051,"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."}}