{"id":"W4392170503","doi":"10.1002/cam4.6988","title":"Biomarkers of systemic inflammation provide additional prognostic stratification in cancers of unknown primary","year":2024,"lang":"en","type":"article","venue":"Cancer Medicine","topic":"Cancer Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research; Institute of Genetics; Cancer Research UK","keywords":"Systemic inflammation; Risk stratification; Inflammation; Medicine; Stratification (seeds); Oncology; Internal medicine; Primary (astronomy); Cancer research; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001155403,0.0006044832,0.0008383692,0.001304645,0.0003027638,0.0009095108,0.0002299382,0.0003820318,0.003360182],"category_scores_gemma":[0.004130836,0.0001931016,0.000420079,0.001288655,0.0004155623,0.0005504476,0.0007825919,0.0005711681,0.0004845765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004203352,"about_ca_system_score_gemma":0.0004220238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001223757,"about_ca_topic_score_gemma":0.003203927,"domain_scores_codex":[0.9995655,0.000158629,0.00006297618,0.00006393973,0.00007775118,0.00007106552],"domain_scores_gemma":[0.9970733,0.0008106603,0.001238216,0.0001467162,0.0003899771,0.0003411758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005594285,0.00002119344,0.9818704,0.0001350636,0.00005490769,0.0001183975,0.00005842374,0.0001244066,0.001041577,0.00002592083,0.0003122753,0.01567807],"study_design_scores_gemma":[0.00003455779,0.0005950793,0.9937351,0.0001395722,0.0001709049,0.001346686,0.0002008673,0.000764203,0.001085162,0.0002100683,0.001700945,0.00001667931],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837835,0.01109906,0.001249974,0.0005050046,0.00006874271,0.000063737,0.0009098127,0.00004969261,0.002270507],"genre_scores_gemma":[0.9968724,0.001244284,0.001082236,0.0000625676,0.00006385484,0.00002216416,0.0004393367,0.000004589164,0.0002086201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003360182,"threshold_uncertainty_score":0.0112409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01835795279285111,"score_gpt":0.296859563198461,"score_spread":0.2785016104056098,"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."}}