{"id":"W4309362310","doi":"10.1080/00016489.2022.2140823","title":"Dynamic changes of hematological indices in oropharyngeal cancer patients treated with radiotherapy","year":2022,"lang":"en","type":"article","venue":"Acta Oto-Laryngologica","topic":"Inflammatory Biomarkers in Disease Prognosis","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"Health Department of Sichuan Province; Sichuan University; Chengdu Science and Technology Bureau; West China Hospital, Sichuan University; National Outstanding Youth Science Fund Project of National Natural Science Foundation of China; Department of Science and Technology of Sichuan Province; China Postdoctoral Science Foundation","keywords":"Medicine; Internal medicine; White blood cell; Absolute neutrophil count; Gastroenterology; Radiation therapy; Hemoglobin; Lymphocyte; Cancer; Neutrophil to lymphocyte ratio; Proportional hazards model; Oncology; Chemotherapy; Neutropenia","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002050483,0.0002819241,0.0006999741,0.0003043885,0.0001303391,0.000008256982,0.0003054954,0.0001385317,0.002505712],"category_scores_gemma":[0.0000571558,0.0002009878,0.00009267317,0.0006291386,0.0002039744,0.00006866731,0.0001608022,0.0003252131,0.000002695163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003035155,"about_ca_system_score_gemma":0.0001062134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001155261,"about_ca_topic_score_gemma":0.00005707395,"domain_scores_codex":[0.9979645,0.0002422431,0.0003709222,0.000492994,0.000500206,0.0004291458],"domain_scores_gemma":[0.9990415,0.0001239954,0.0002967491,0.0003299948,0.00007763137,0.0001301251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003387004,0.001299076,0.9847481,0.0001395243,0.0002277225,0.0004238265,0.0002657819,0.00000417965,0.008000601,0.00001317717,0.0004025732,0.001088383],"study_design_scores_gemma":[0.00385732,0.002726662,0.989422,0.00009312449,0.0001175393,0.00005183229,0.0001856169,0.0003083266,0.00203989,0.00001147381,0.0009237558,0.0002624798],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996009,0.001138084,9.248313e-7,0.0007799686,0.00006669485,0.001272,0.0001483406,0.00009090846,0.0004941049],"genre_scores_gemma":[0.9971332,0.0003398735,0.0003244907,0.0008235431,0.00001665097,0.001075812,0.0001940127,0.00003487838,0.00005751498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005960712,"threshold_uncertainty_score":0.9984061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01083563274307765,"score_gpt":0.2612228293609888,"score_spread":0.2503871966179112,"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."}}