{"id":"W2933036888","doi":"10.21037/jgo.2019.01.12","title":"Hematologic markers of distant metastases in gastric cancer","year":2019,"lang":"en","type":"article","venue":"Journal of Gastrointestinal Oncology","topic":"Inflammatory Biomarkers in Disease Prognosis","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Medicine; Internal medicine; Cancer; Gastroenterology; Eosinophil; Receiver operating characteristic; Univariate analysis; Neutrophil to lymphocyte ratio; Lymphocyte; Absolute neutrophil count; Oncology; Multivariate analysis; Chemotherapy","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":[0.0003959902,0.0002633879,0.0002798308,0.000809968,0.0001492977,0.0003421944,0.0001811236,0.0001820678,0.000869413],"category_scores_gemma":[0.001321992,0.00008902658,0.000174059,0.0007006337,0.0001503975,0.0002053211,0.0002990564,0.0003046229,0.0001683944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001972834,"about_ca_system_score_gemma":0.0001617267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005840578,"about_ca_topic_score_gemma":0.0008810544,"domain_scores_codex":[0.999828,0.00004400104,0.00003092143,0.00002721594,0.00004913954,0.00002085282],"domain_scores_gemma":[0.9990118,0.0001898191,0.0005367707,0.00002818949,0.0001134938,0.000119955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001699087,0.00001616085,0.9954862,0.00002904546,0.00002583334,0.000145319,0.00001345217,0.00008226325,0.0005482405,0.000007093114,0.00006716641,0.003409406],"study_design_scores_gemma":[0.00000821551,0.0001822273,0.9969104,0.00001289345,0.00005461539,0.001476153,0.00004831752,0.0003740113,0.0004276499,0.00003294287,0.0004690315,0.00000346186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957005,0.003262242,0.000168274,0.00004676831,0.000006957558,0.00001243402,0.0002053613,0.000009787702,0.0005875282],"genre_scores_gemma":[0.9990758,0.0003227403,0.0001859751,0.0000138499,0.00001340697,0.000008256692,0.0002678008,0.000001229216,0.0001108279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000869413,"threshold_uncertainty_score":0.002908528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01859140664224581,"score_gpt":0.3166449288140289,"score_spread":0.2980535221717832,"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."}}