{"id":"W2112614236","doi":"10.1177/1089253207311157","title":"Programmatic Blood Conservation in Cardiac Surgery","year":2007,"lang":"en","type":"review","venue":"Seminars in Cardiothoracic and Vascular Anesthesia","topic":"Blood transfusion and management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Blood conservation; Medicine; Perioperative; Blood management; Economic shortage; Modalities; Blood supply; Cardiac surgery; Intensive care medicine; Blood pressure; Blood transfusion; 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":[0.00357575,0.000519948,0.003637579,0.0009689011,0.00004205922,0.00004097283,0.0001003586,0.0005692196,0.0000114641],"category_scores_gemma":[0.00006508354,0.0004535202,0.001278856,0.001056827,0.00008960492,0.00006540305,0.00003288126,0.0005831263,0.00001195207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001046586,"about_ca_system_score_gemma":0.0002375924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009488457,"about_ca_topic_score_gemma":0.00001298335,"domain_scores_codex":[0.9969273,0.0004971039,0.000956143,0.0006467039,0.0004829192,0.0004898444],"domain_scores_gemma":[0.9987057,0.0003204106,0.0001575138,0.0006052384,0.00004329861,0.0001678469],"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":[0.00001531446,0.0001788858,0.005719242,0.03458349,0.0005016102,0.001912656,0.0001137986,1.696632e-7,1.338604e-7,0.00005103676,0.0002529105,0.9566708],"study_design_scores_gemma":[0.0003356935,0.00005723632,0.001336865,0.03630575,0.004187217,0.0007930774,0.0001144071,0.000004197541,0.000001482415,0.000007860123,0.9564267,0.0004294706],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001587068,0.9949603,0.00004245569,0.0001001072,0.00008228338,0.002708351,0.00000191217,0.0000651547,0.0004523559],"genre_scores_gemma":[0.0001112334,0.9981722,0.0007152172,0.0001543281,0.00009986488,0.0003133773,0.0001572665,0.00008527093,0.0001911895],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9562413,"threshold_uncertainty_score":0.9997917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04284391680912228,"score_gpt":0.335532223744327,"score_spread":0.2926883069352046,"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."}}