{"id":"W2472089441","doi":"10.1111/trf.13696","title":"Changes in blood center red blood cell distributions in the era of patient blood management: the trends for collection (TFC) study","year":2016,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"Héma-Québec; Canadian Blood Services","funders":"","keywords":"ABO blood group system; Red blood cell; Blood management; Medicine; Red blood cell distribution width; Blood collection; Internal medicine; Blood transfusion; Emergency 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002937425,0.0002798676,0.0002742404,0.001024949,0.0007614832,0.001287533,0.0009844735,0.0007270267,0.001573544],"category_scores_gemma":[0.006905093,0.0002818104,0.0005663999,0.002549378,0.0003069294,0.001552309,0.0009489572,0.001311895,0.000289004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003388846,"about_ca_system_score_gemma":0.004121523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2197315,"about_ca_topic_score_gemma":0.1662361,"domain_scores_codex":[0.9985403,0.0003118036,0.0001418362,0.0002639261,0.0003323604,0.0004098051],"domain_scores_gemma":[0.9938451,0.0004997798,0.003108572,0.0002696685,0.001583501,0.0006933112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008903485,0.00005190203,0.9948702,0.00001195434,0.00003501089,0.00001921674,0.0002383778,0.00006307239,0.00003375667,0.00007872096,0.002129546,0.002379178],"study_design_scores_gemma":[0.000005662793,0.00005372888,0.9973897,0.00001520239,0.00002236905,0.00004248071,0.0006287548,0.0002301665,0.0000579309,0.00002545154,0.001524305,0.00000424175],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987277,0.0004065798,0.000226832,0.001079207,0.00003122287,0.00004564623,0.008169063,0.00001713037,0.002747335],"genre_scores_gemma":[0.9936215,0.0002021343,0.0002026187,0.0002757973,0.0000280314,0.00005281806,0.004932064,0.00001118847,0.0006738699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2197315,"threshold_uncertainty_score":0.436905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01213647198473369,"score_gpt":0.2404182316066732,"score_spread":0.2282817596219395,"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."}}