{"id":"W2476954152","doi":"10.1007/978-1-59745-185-7","title":"High-Grade Gliomas","year":2007,"lang":"en","type":"book","venue":"Humana Press eBooks","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"School of Medicine, University of California, San Francisco; Pritzker School of Medicine; University of California, San Francisco; University of Texas MD Anderson Cancer Center; University of Illinois at Urbana-Champaign; Tel Aviv University; Cleveland Clinic; Cleveland Clinic Foundation; University of Toronto; Ohio State University Comprehensive Cancer Center – Arthur G. James Cancer Hospital and Richard J. Solove Research Institute; Louisiana State University; Johns Hopkins University; Vrije Universiteit Amsterdam; University of Washington; Massachusetts Institute of Technology; University of Chicago; Ohio State University","keywords":"Glioma; Medicine; Oncology; Internal medicine; Medical physics; Cancer research","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001192562,0.0005585049,0.0008644701,0.0003750983,0.000113957,0.00005305615,0.0001971882,0.0005413797,0.0002527897],"category_scores_gemma":[0.00001085364,0.0004758736,0.0003800468,0.00001331909,0.0001722943,0.00002035181,0.0001221058,0.0004736295,0.0001775423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003117882,"about_ca_system_score_gemma":0.0001567095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003306204,"about_ca_topic_score_gemma":0.00009168769,"domain_scores_codex":[0.9977445,0.00002268371,0.000480032,0.0006228469,0.0006327434,0.0004971703],"domain_scores_gemma":[0.9982986,0.00008885177,0.0002345362,0.0009641064,0.0001094987,0.0003043728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000202117,0.0006722649,0.00001637924,0.0009218939,0.002288483,0.01130846,0.0003686012,0.000002240018,0.0001131825,0.331186,0.5552126,0.09770782],"study_design_scores_gemma":[0.00261555,0.0003079162,0.0002223924,0.0006560685,0.001238678,0.0001247304,0.000003301625,0.000001860158,0.004410672,0.002827118,0.9871776,0.0004141492],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000655269,0.02002429,0.000006927155,0.00004176022,0.0005150629,0.001134134,0.00005650502,0.0002508592,0.9773152],"genre_scores_gemma":[0.007068494,0.00044959,0.0003397683,0.0004519852,0.001422,0.0001553666,0.0003766119,0.0001800908,0.9895561],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.431965,"threshold_uncertainty_score":0.9997693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06387289499250666,"score_gpt":0.2985536694812874,"score_spread":0.2346807744887807,"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."}}