{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002800224,0.0001362286,0.0004442214,0.00007733377,0.00001968128,0.000005135998,0.00004550653,0.00002138973,0.0001306346],"category_scores_gemma":[0.00008334309,0.00006678594,0.00007508048,0.0001698784,0.00005588033,0.00005421988,0.00001917335,0.00004610646,9.709092e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009218512,"about_ca_system_score_gemma":0.0001300779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003802986,"about_ca_topic_score_gemma":0.000003823035,"domain_scores_codex":[0.9990052,0.00003881976,0.000301891,0.0002097534,0.0002903463,0.0001539945],"domain_scores_gemma":[0.9994623,0.00004927662,0.0001117851,0.0002025928,0.00008851976,0.00008552161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009440196,0.0001778437,0.007871957,0.0004680545,0.00001798035,0.00002283536,0.00007171536,3.722213e-10,0.03845344,0.00002525957,0.001058716,0.9517378],"study_design_scores_gemma":[0.002607133,0.0007584097,0.005646159,0.0689197,0.00001953747,0.00005223489,0.00001163104,5.431648e-7,0.622802,0.00007013825,0.2989765,0.0001360281],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1905371,0.8042577,0.00008993661,0.004028169,0.00007324979,0.0008730227,0.000004351732,0.00003364671,0.0001029071],"genre_scores_gemma":[0.3005525,0.6964294,0.002355883,0.0003893189,0.0001331203,0.0001214858,6.880282e-7,0.00001477835,0.000002831928],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9516017,"threshold_uncertainty_score":0.2723452,"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."}}