{"id":"W2803839803","doi":"10.1158/1078-0432.ccr-17-3262","title":"Tumor Elastography and Its Association with Collagen and the Tumor Microenvironment","year":2018,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Ultrasound Imaging and Elastography","field":"Medicine","cited_by":126,"is_retracted":false,"has_abstract":true,"ca_institutions":"Microsemi (Canada)","funders":"University of California, San Francisco; Zoetis","keywords":"Extracellular matrix; Tumor microenvironment; Stromal cell; Ex vivo; Stroma; Pathology; Elastography; Hyaluronic acid; Collagenase; Myofibroblast; In vivo; Chemistry; Biomedical engineering; Ultrasound; Medicine; Cancer; Fibrosis; Immunohistochemistry; Anatomy; Biology; In vitro; Internal medicine; Radiology; Biochemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.003148794,0.0001033357,0.0002778491,0.0001066583,0.0003248078,0.00006182098,0.00008772502,0.00004813485,0.0001136371],"category_scores_gemma":[0.0006505836,0.00005914539,0.00006574344,0.0004092827,0.001579693,0.00004616642,0.00008197733,0.0004507062,0.00003076644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006344772,"about_ca_system_score_gemma":0.0001140532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001334513,"about_ca_topic_score_gemma":0.00008002161,"domain_scores_codex":[0.9980549,0.0003664936,0.0002552593,0.0003616803,0.0005724872,0.000389129],"domain_scores_gemma":[0.9980458,0.001200559,0.00008075034,0.000207683,0.0002401367,0.0002250767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003302896,0.0001487681,0.9812094,0.00006012788,0.0002619015,0.000007022423,0.0004114032,1.699693e-7,0.001949181,0.00006409399,0.01014764,0.002437401],"study_design_scores_gemma":[0.007061864,0.001826789,0.8142161,0.0001848936,0.0001597091,0.00004547913,0.0004141045,0.00006967421,0.0006799305,0.0001644098,0.1750419,0.0001351535],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862152,0.002741163,0.00001305282,0.009453944,0.0000927245,0.0005485785,0.00001095017,0.00001941051,0.0009049413],"genre_scores_gemma":[0.9950514,0.001451906,0.000236426,0.001520258,0.0005145854,0.00009949518,0.000001869224,0.00001930319,0.001104724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1669933,"threshold_uncertainty_score":0.5820445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05259184948915088,"score_gpt":0.4077563775703006,"score_spread":0.3551645280811497,"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."}}