{"id":"W2293329651","doi":"10.4137/cgm.s32797","title":"Impact of Transfusion on Cancer Growth and Outcome","year":2016,"lang":"en","type":"review","venue":"Cancer Growth and Metastasis","topic":"Blood transfusion and management","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medicine; Intensive care medicine; Blood component; Blood transfusion; Pathological; Personalized medicine; Transfusion medicine; Cancer; Bioinformatics; Surgery; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001757051,0.0005699816,0.002358008,0.0004221901,0.00007101311,0.00001664467,0.0001118939,0.0002155488,0.0005938559],"category_scores_gemma":[0.00003310316,0.00031858,0.0007281878,0.0003182767,0.0001369246,0.00006773098,0.00004557073,0.0002932157,0.000004525325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008908525,"about_ca_system_score_gemma":0.00028237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001128726,"about_ca_topic_score_gemma":0.00004521792,"domain_scores_codex":[0.9979365,0.00009304724,0.0006586626,0.0006148294,0.0003246735,0.0003723106],"domain_scores_gemma":[0.9988862,0.00009872037,0.0002345856,0.0003071899,0.00007347391,0.0003998165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001422668,0.0001111679,0.001352522,0.02864422,0.001445881,0.00001695993,0.00005650417,1.755582e-8,0.00003116501,0.0004497048,0.0005165447,0.9672331],"study_design_scores_gemma":[0.006116444,0.00143444,0.004798701,0.03679223,0.01894384,0.00005987825,0.00002530311,5.537206e-7,0.0002864136,0.00006290705,0.9305084,0.000970912],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001300105,0.9941745,0.00005546729,0.0004196544,0.0002979457,0.001381965,0.0008063961,0.00003651476,0.001527431],"genre_scores_gemma":[0.003945086,0.9948747,0.00005307459,0.0002497736,0.0001792018,0.0002970246,0.00002716942,0.00007045193,0.0003035089],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9662621,"threshold_uncertainty_score":0.9999266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06797455274227081,"score_gpt":0.3961408951736931,"score_spread":0.3281663424314223,"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."}}