{"id":"W2331111396","doi":"10.1097/nan.0b013e3182a11cde","title":"Blood Conservation Techniques","year":2013,"lang":"en","type":"article","venue":"Journal of Infusion Nursing","topic":"Blood transfusion and management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Department of Environment and Conservation","funders":"","keywords":"Blood conservation; Medicine; Intensive care medicine; Blood transfusion; Blood management; Blood loss; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0002001,0.00006590789,0.0001698257,0.0002013132,0.00004749038,0.00002299786,0.0000470471,0.00005036609,0.0004733481],"category_scores_gemma":[0.00004238751,0.00004845332,0.0000844106,0.0001277929,0.00003270197,0.0001672734,0.000007346028,0.0001671614,0.00001372734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002972007,"about_ca_system_score_gemma":0.00004158485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001714587,"about_ca_topic_score_gemma":5.283214e-7,"domain_scores_codex":[0.9992218,0.0000202085,0.0003509235,0.00005534492,0.0002562424,0.00009547802],"domain_scores_gemma":[0.9992996,0.00001884684,0.0001755953,0.00009127524,0.0003168038,0.00009785124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001197402,0.0008956008,0.004066405,0.00006780789,0.00008187712,0.0000645036,0.0005543728,7.230044e-7,0.4628885,0.0007432894,0.06709841,0.4634188],"study_design_scores_gemma":[0.01051015,0.005278321,0.274144,0.009944189,0.001779174,0.004774917,0.002811238,0.0004515036,0.5404915,0.006282855,0.1430121,0.0005200806],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9516448,0.0002044626,0.002692894,0.02636239,0.0003125634,0.0003379906,1.518927e-7,0.00004165019,0.0184031],"genre_scores_gemma":[0.9718857,0.0003186432,0.02323401,0.00370098,0.0002374311,0.000003103213,0.000001069489,0.00001288349,0.0006062095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4628987,"threshold_uncertainty_score":0.5182829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01210211788335111,"score_gpt":0.2735015148177711,"score_spread":0.2613993969344199,"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."}}