{"id":"W3128294753","doi":"10.1093/neuonc/noab004","title":"In the beginning: PDGFA and the genesis of GBM","year":2021,"lang":"en","type":"letter","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates; Alberta Cancer Foundation; Genome Canada","keywords":"Computer science; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000274709,0.0002057934,0.0007621162,0.000120916,0.00004489897,0.00001243719,0.000168596,0.0004299296,0.0001062595],"category_scores_gemma":[0.000219969,0.0001027341,0.0001615789,0.0001967294,0.0003423835,0.00001395844,0.00009184849,0.0009057129,0.000008141468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000605101,"about_ca_system_score_gemma":0.0001837793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002264993,"about_ca_topic_score_gemma":0.00002972687,"domain_scores_codex":[0.9982508,0.0006219813,0.0003154801,0.0003274987,0.0002426655,0.0002415601],"domain_scores_gemma":[0.9966941,0.002536271,0.0001859124,0.0004987848,0.00005839723,0.00002648611],"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":[0.00008780043,0.0002188018,0.003756207,0.00009735636,0.0001368998,0.01088148,0.001254521,7.74851e-7,0.001952738,0.0001416723,0.9784805,0.002991205],"study_design_scores_gemma":[0.004017823,0.0004547184,0.003484151,0.00004356696,0.0005263693,0.00103739,0.0002459377,0.000007085253,0.0007251062,0.00008732016,0.989296,0.00007456436],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1265521,0.00326751,5.033762e-7,0.8664572,0.0004037984,0.0005691015,0.000009675729,0.000006718083,0.002733399],"genre_scores_gemma":[0.06505885,0.001427798,0.00004791706,0.9316856,0.001338521,0.0002795676,0.0000516314,0.00003355347,0.00007655742],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0652284,"threshold_uncertainty_score":0.4189373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02962222994486428,"score_gpt":0.2972527079075465,"score_spread":0.2676304779626822,"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."}}