{"id":"W2285287574","doi":"10.4137/bic.s31805","title":"Imaging Biomarkers in Immunotherapy","year":2016,"lang":"en","type":"review","venue":"Biomarkers in Cancer","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Immunotherapy; Medicine; Biomarker; Mechanism (biology); Molecular imaging; Cancer immunotherapy; Immune system; Immune checkpoint; Cancer; Medical physics; Immunology; Internal medicine; Biology","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":[0.001187417,0.001064911,0.002841597,0.001935894,0.00006865813,0.00006184122,0.0005736946,0.0006676521,0.00185763],"category_scores_gemma":[0.00005405046,0.0007785793,0.001200427,0.002031255,0.00043631,0.0001908173,0.0001053516,0.0005707026,0.00008342724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003774502,"about_ca_system_score_gemma":0.001885742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001559197,"about_ca_topic_score_gemma":0.0003761513,"domain_scores_codex":[0.9948887,0.0003402937,0.001818263,0.001280027,0.0005504371,0.001122265],"domain_scores_gemma":[0.9976986,0.0003116674,0.0006320711,0.001106063,0.00006775157,0.0001838142],"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":[0.001522431,0.0001608441,0.002125971,0.005714606,0.002283777,0.0002797268,0.00006540672,2.750447e-8,0.0001392455,0.0000060683,0.005917384,0.9817845],"study_design_scores_gemma":[0.005008202,0.00006675298,0.000986018,0.07377779,0.0002550044,0.0001442072,0.00004329767,0.000004274023,0.00001555907,0.00001984509,0.9187894,0.0008896243],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000495346,0.990507,0.00001130736,0.0006746193,0.001899908,0.002394381,0.0001734553,0.0001063779,0.004183391],"genre_scores_gemma":[0.00005942138,0.9967435,0.0001773848,0.0005439788,0.0003623531,0.001125458,0.00007889914,0.0002547134,0.0006543043],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9808949,"threshold_uncertainty_score":0.9994665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04149395003205605,"score_gpt":0.3756862328049298,"score_spread":0.3341922827728738,"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."}}