{"id":"W2061513445","doi":"10.1046/j.1537-2995.2002.00132.x","title":"Declining value of preoperative autologous donation","year":2002,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"Héma-Québec","funders":"","keywords":"Medicine; Donation; Autologous blood; Blood transfusion; Blood units; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007179634,0.00009529816,0.0001288087,0.0005341254,0.0003131719,0.0005245404,0.0003261474,0.0002115253,0.002641357],"category_scores_gemma":[0.005487065,0.00006040569,0.00007407659,0.0006296965,0.0005052571,0.0002222383,0.0002522974,0.0004107951,0.0003069133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001940662,"about_ca_system_score_gemma":0.001717764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04959989,"about_ca_topic_score_gemma":0.03918171,"domain_scores_codex":[0.9993969,0.0001273396,0.00004208864,0.00008139914,0.000243038,0.0001092122],"domain_scores_gemma":[0.9960994,0.0008430408,0.001197738,0.0001632902,0.001131925,0.0005646144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001658303,0.00003258651,0.9547887,0.00003570197,0.00001325412,0.0001117387,0.0001209084,0.0001732046,0.0003899996,0.0001200234,0.001110609,0.04293736],"study_design_scores_gemma":[0.000006328354,0.0001748642,0.9941854,0.00004825755,0.00001380605,0.001097869,0.0001970307,0.0004336583,0.0005748618,0.00008506749,0.003176477,0.000006508293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990505,0.00289201,0.0003916353,0.001122298,0.00001951759,0.00001254508,0.0004303521,0.0000220445,0.004604686],"genre_scores_gemma":[0.9989566,0.0003977506,0.0001027158,0.00008424202,0.00001068837,0.000003110522,0.000201901,0.000001932918,0.0002410233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04959989,"threshold_uncertainty_score":0.09862238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02794586622931572,"score_gpt":0.2751282868249247,"score_spread":0.247182420595609,"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."}}