{"id":"W2010421019","doi":"10.1016/j.ccr.2014.07.013","title":"RESICstance Is Futile—But Not in Glioblastoma","year":2014,"lang":"en","type":"letter","venue":"Cancer Cell","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Glioblastoma; Carcinogenesis; Computational biology; Cancer; Cancer research; Biology; Bioinformatics; Genetics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006353375,0.0003879693,0.0006878463,0.0001324524,0.00003339915,0.00002407624,0.0001597535,0.0005979277,0.001652924],"category_scores_gemma":[0.000008282183,0.0003353942,0.0001952513,0.0001600801,0.00005636361,0.00003532205,0.00003827138,0.0008332327,0.0003887984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006984491,"about_ca_system_score_gemma":0.0001825569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009896982,"about_ca_topic_score_gemma":0.0004331114,"domain_scores_codex":[0.9980811,0.00003880324,0.0003352089,0.0006291762,0.0004068279,0.0005089225],"domain_scores_gemma":[0.998863,0.00008779513,0.0001739829,0.0006927311,0.00008205609,0.000100409],"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":[0.00008958259,0.0000874765,0.002702785,0.0004656492,0.0000535798,0.001626961,0.0001117031,0.000001932659,0.0002887816,0.000003097845,0.9935228,0.001045674],"study_design_scores_gemma":[0.002084646,0.0002076378,0.001248833,0.0006549813,0.0001830714,0.00001851819,0.00001159817,0.00002558672,0.03908158,0.000020924,0.9561666,0.0002959876],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.07785431,0.01326864,0.00000627065,0.8859961,0.001478636,0.00108029,0.0003183842,0.0000991393,0.01989826],"genre_scores_gemma":[0.08049682,0.002140407,0.00008961745,0.8990411,0.005055175,0.0004567467,0.0000825126,0.000121653,0.01251597],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0387928,"threshold_uncertainty_score":0.9999098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01950149908265618,"score_gpt":0.2681320125177002,"score_spread":0.248630513435044,"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."}}