{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001359082,0.001043906,0.001575829,0.003363475,0.000433009,0.002007961,0.0009988919,0.002745317,0.004009895],"category_scores_gemma":[0.001769499,0.0003988006,0.0007463418,0.002704499,0.001905458,0.003541145,0.001451813,0.003901666,0.002598748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001303152,"about_ca_system_score_gemma":0.001331659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008442297,"about_ca_topic_score_gemma":0.0009654449,"domain_scores_codex":[0.9993155,0.0001892227,0.00008689956,0.00009821115,0.0002636697,0.00004665962],"domain_scores_gemma":[0.9989977,0.0005820454,0.00010873,0.00004025597,0.0002232738,0.00004791798],"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":[0.00007435358,0.00007667898,0.0003464668,0.01578985,0.0001163678,0.0004275481,0.000230637,0.0004378395,0.004150045,0.03238108,0.04621682,0.8997523],"study_design_scores_gemma":[0.000007828628,0.00004765834,0.0003536931,0.003098366,0.00004527914,0.00221498,0.00008538598,0.0000997229,0.0008738714,0.008634114,0.9845167,0.00002235185],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007340474,0.9968244,0.0003641795,0.0007135503,0.0004731245,0.000004734354,0.000007777632,0.000007551665,0.001531382],"genre_scores_gemma":[0.001409213,0.9952055,0.0005660729,0.0008477925,0.0008130763,0.00001176464,0.0000192197,0.000003636035,0.001123709],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004009895,"threshold_uncertainty_score":0.01341444,"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."}}