{"id":"W2102232779","doi":"10.1097/aln.0b013e318271608b","title":"Erythrocyte Transfusion","year":2012,"lang":"en","type":"letter","venue":"Anesthesiology","topic":"Blood transfusion and management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"","keywords":"Medicine; Blood transfusion; Intensive care medicine; 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","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001380987,0.0003319857,0.0006983161,0.0002082046,0.00006531486,0.000006056141,0.0001445938,0.001297538,0.002251134],"category_scores_gemma":[0.000008737543,0.0002600951,0.0002690869,0.0001010099,0.0001165027,0.00003095985,0.00002524496,0.001382096,0.001162254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003161539,"about_ca_system_score_gemma":0.00005596546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000843017,"about_ca_topic_score_gemma":0.000006001565,"domain_scores_codex":[0.9983745,0.0001096456,0.0002998873,0.0004257617,0.0002278644,0.0005623403],"domain_scores_gemma":[0.999168,0.00007147142,0.00006855671,0.0005458376,0.00004411662,0.0001020226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007791227,0.0000866828,0.001334202,0.0003353484,0.0001084765,0.001869781,0.0001037067,4.932742e-8,0.0001899667,0.00006101175,0.9874924,0.008340509],"study_design_scores_gemma":[0.0008478861,0.0004243741,0.01061749,0.00007652697,0.0005557731,0.001004109,0.00001296383,7.344697e-7,0.0001817716,0.00007077328,0.9859612,0.0002463952],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02433026,0.001978576,0.00005498783,0.9568469,0.0008534582,0.001057724,0.000004890797,0.0002826545,0.01459055],"genre_scores_gemma":[0.006350579,0.002037591,0.0002779315,0.9761015,0.003745241,0.00007079056,0.0004150843,0.00008168638,0.01091961],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01925459,"threshold_uncertainty_score":0.999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02410716332986747,"score_gpt":0.252521340139981,"score_spread":0.2284141768101136,"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."}}