{"id":"W4283832954","doi":"10.1111/vox.13330","title":"Practice patterns of <scp>ABO‐matching</scp> for cryoprecipitate and patient outcomes after <scp>ABO‐compatible</scp> versus incompatible cryoprecipitate","year":2022,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Kingston Health Sciences Centre; Institute for Work & Health; Sunnybrook Health Science Centre; Sinai Health System; University of Toronto; University Health Network; Queen's University; Women's College Hospital","funders":"Octapharma","keywords":"Cryoprecipitate; ABO blood group system; Medicine; Blood transfusion; Internal medicine; Surgery; Fibrinogen","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":[0.0009487924,0.0006967096,0.001189557,0.0007041736,0.0004389384,0.0001151576,0.0003935136,0.0001823609,0.00009597747],"category_scores_gemma":[0.003809985,0.000690454,0.0003922903,0.0007124293,0.0001531986,0.0005414514,0.0005021063,0.0006903373,0.00003713013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003200648,"about_ca_system_score_gemma":0.0002560586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004518925,"about_ca_topic_score_gemma":0.0001549235,"domain_scores_codex":[0.9946492,0.0004781695,0.001378287,0.00105508,0.001450019,0.0009892071],"domain_scores_gemma":[0.9914136,0.005440775,0.0009979437,0.001006784,0.0006822962,0.0004586338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003941713,0.004493294,0.641077,0.002603366,0.002424953,0.00056111,0.2258764,0.001238084,0.003821773,0.001049162,0.03392996,0.07898325],"study_design_scores_gemma":[0.01853072,0.007119916,0.6927838,0.0004043269,0.001418788,0.0001214721,0.08886941,0.0007092491,0.006353584,0.00102586,0.1822097,0.0004531595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879823,0.001666707,0.000657935,0.0009811631,0.00228701,0.002398809,0.00129412,0.0002394774,0.002492509],"genre_scores_gemma":[0.985339,0.000128708,0.01047306,0.001655755,0.0001755664,0.001139836,0.0002825316,0.0001909222,0.0006145639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1482797,"threshold_uncertainty_score":0.9995546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02167349409138699,"score_gpt":0.2962432100554487,"score_spread":0.2745697159640618,"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."}}