{"id":"W2031376416","doi":"10.1371/journal.pone.0109781","title":"CT Perfusion Imaging as an Early Biomarker of Differential Response to Stereotactic Radiosurgery in C6 Rat Gliomas","year":2014,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute; Western University","funders":"Canadian Institutes of Health Research","keywords":"Radiosurgery; Medicine; Nuclear medicine; Perfusion; Glioma; Radiology; Imaging biomarker; Stereotactic biopsy; Magnetic resonance imaging; Radiation therapy; Cancer research","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002808612,0.0004358549,0.0002927947,0.0004125058,0.00007872557,0.0001739552,0.0001577953,0.0002915827,0.0007928115],"category_scores_gemma":[0.0001526213,0.0001418156,0.000205785,0.0001544299,0.0002467911,0.0002096881,0.0001050977,0.0004608718,0.0001654138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002301689,"about_ca_system_score_gemma":0.0001849346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009805238,"about_ca_topic_score_gemma":0.001134715,"domain_scores_codex":[0.9998986,0.00001560234,0.000004917881,0.00001814026,0.00003087978,0.00003197623],"domain_scores_gemma":[0.9997872,0.00002159042,0.00009754029,0.00001257767,0.00003620018,0.00004495378],"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":[0.00119946,0.000113167,0.002922288,0.00003256791,0.00001152043,0.00004319838,0.00001848738,0.000131664,0.9936733,0.00001045739,0.00002462755,0.001819214],"study_design_scores_gemma":[0.00003017779,0.01023259,0.07089251,0.000007412446,0.00008459472,0.0004581656,0.00007854414,0.001209964,0.9166434,0.00002225897,0.0003273472,0.00001310791],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978993,0.0007627433,0.0009395794,0.00002503051,0.000005247585,0.00002060405,0.0001283183,0.00003684843,0.0001823696],"genre_scores_gemma":[0.9966564,0.0007538091,0.001516588,0.00001844742,0.000007287851,0.00004444045,0.0003071648,0.000008894263,0.0006869999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009805238,"threshold_uncertainty_score":0.002652168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02851069102573884,"score_gpt":0.2618278619205872,"score_spread":0.2333171708948483,"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."}}