{"id":"W2081046759","doi":"10.1186/1471-2407-14-542","title":"Identification of prognostic inflammatory factors in colorectal liver metastases","year":2014,"lang":"en","type":"article","venue":"BMC Cancer","topic":"Inflammatory Biomarkers in Disease Prognosis","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Calgary Laboratory Services","keywords":"Medicine; Colorectal cancer; Internal medicine; Proinflammatory cytokine; Surgical oncology; C-reactive protein; Gastroenterology; Inflammation; Eotaxin; Oncology; Cancer; Chemokine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000337727,0.0001307382,0.0002495872,0.0001916998,0.00002543247,0.000009467881,0.00008877366,0.00007332872,0.0002145517],"category_scores_gemma":[0.0005475788,0.0001168725,0.00009951105,0.0002149787,0.0001279847,0.00009424568,0.00003455982,0.00007924935,0.00001739868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001255402,"about_ca_system_score_gemma":0.0002050179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006411236,"about_ca_topic_score_gemma":0.0002440744,"domain_scores_codex":[0.9987953,0.0001066283,0.0004240197,0.0002247753,0.0002675285,0.0001817014],"domain_scores_gemma":[0.9992307,0.0001643568,0.0001936085,0.0001999326,0.0001253316,0.00008608989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002543147,0.0001030953,0.9679143,0.0005249034,0.00005136715,0.000004826694,0.0002094122,0.00002020137,0.02930572,0.0001382448,0.0002520727,0.001221482],"study_design_scores_gemma":[0.0006900558,0.00004374217,0.8703137,0.0001654459,0.0001475341,0.000001815392,0.00007448304,0.0009155965,0.1272066,0.00002668047,0.0003109848,0.0001033566],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982503,0.0005408858,0.0001109421,0.00001895247,0.0001902743,0.0006087139,0.00003216012,0.0000450144,0.0002027534],"genre_scores_gemma":[0.9993531,0.0000327115,0.0001960829,0.00002565495,0.00007230485,0.0002234363,0.00002165098,0.00002064301,0.00005442143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09790086,"threshold_uncertainty_score":0.4765923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01819912825053425,"score_gpt":0.2783257903012964,"score_spread":0.2601266620507622,"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."}}