{"id":"W2521183809","doi":"10.1080/14737140.2016.1240621","title":"Detecting tumor progression in glioma: current standards and new techniques","year":2016,"lang":"en","type":"article","venue":"Expert Review of Anticancer Therapy","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Glioma; Medical physics; Standardization; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02096435,0.0007611543,0.002239837,0.002938713,0.0005873028,0.003061751,0.003330503,0.004303202,0.001473523],"category_scores_gemma":[0.02698079,0.0005333036,0.001051324,0.002192089,0.003611989,0.004226923,0.001369364,0.005750686,0.001563167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002976919,"about_ca_system_score_gemma":0.004222339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004438919,"about_ca_topic_score_gemma":0.005916855,"domain_scores_codex":[0.9908325,0.002882472,0.001373351,0.001169518,0.003532952,0.0002092086],"domain_scores_gemma":[0.9685089,0.01639117,0.002378547,0.0008670465,0.01147076,0.0003837325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002896313,0.00004870145,0.001673923,0.02006401,0.0001834746,0.0005453043,0.0004584217,0.0005507846,0.00306632,0.01265454,0.07934347,0.8811214],"study_design_scores_gemma":[0.00004476282,0.0003534285,0.005168922,0.02357874,0.0003904575,0.004269606,0.0006111742,0.001020886,0.004130947,0.02459504,0.9356461,0.0001899862],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005368245,0.9444937,0.004168529,0.04645156,0.002522155,0.00003081483,0.00008361862,0.00005333381,0.001659505],"genre_scores_gemma":[0.009374903,0.9550176,0.01163347,0.0161091,0.006567941,0.00008308452,0.000158632,0.00004305356,0.001012164],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02096435,"threshold_uncertainty_score":0.1108714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03160472256838283,"score_gpt":0.4123832569688844,"score_spread":0.3807785344005016,"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."}}