{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001293102,0.00008936512,0.0002080286,0.0001032326,0.00005561907,0.000004067107,0.00004496535,0.00007030958,0.001400856],"category_scores_gemma":[0.00001663517,0.00007707455,0.00008092967,0.0001721853,0.00003932236,0.00005502921,0.000007774542,0.0001121465,0.00003891474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001504824,"about_ca_system_score_gemma":0.000009421042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005819664,"about_ca_topic_score_gemma":0.00002228042,"domain_scores_codex":[0.9991719,0.00003718454,0.0002469476,0.0001804347,0.000244284,0.0001192878],"domain_scores_gemma":[0.9996567,0.00003159519,0.0000316461,0.0001544832,0.00006609256,0.00005945109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001000341,0.005100844,0.03419194,0.001191565,0.0005516355,0.00009380101,0.02533964,0.0003909917,0.2763924,0.04452674,0.002350044,0.60887],"study_design_scores_gemma":[0.02447356,0.004865064,0.6256989,0.001379561,0.001775703,0.0001174119,0.00142525,0.04190234,0.273955,0.0009669248,0.02262357,0.0008167983],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9417884,0.0002505324,0.009967511,0.003051699,0.0001322594,0.000654737,0.000002573599,0.0001010988,0.04405119],"genre_scores_gemma":[0.994281,0.001083783,0.003099073,0.0004329104,0.00003159298,0.00001394927,0.000007265803,0.00001200215,0.001038437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6080533,"threshold_uncertainty_score":0.999512,"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."}}