{"id":"W2789904993","doi":"10.1111/trf.14526","title":"Changes in plasma unit distributions to hospitals over a 10‐year period","year":2018,"lang":"en","type":"article","venue":"Transfusion","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Héma-Québec; Canadian Blood Services","funders":"","keywords":"Period (music); Medicine; Emergency medicine; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020538,0.0002989333,0.0002705975,0.001812375,0.0005039669,0.001207974,0.0008089346,0.0003805179,0.002355538],"category_scores_gemma":[0.009217535,0.0002408051,0.0004671116,0.003520922,0.000397835,0.001181911,0.001202346,0.0008085851,0.0005412207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002493789,"about_ca_system_score_gemma":0.001839352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02011937,"about_ca_topic_score_gemma":0.02055595,"domain_scores_codex":[0.9974567,0.0005393315,0.0004609461,0.0005408605,0.0005760146,0.0004260799],"domain_scores_gemma":[0.9859167,0.00105904,0.009368533,0.0004035174,0.002119126,0.00113312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009940645,0.0000345198,0.9892737,0.00003913061,0.00008181866,0.00008485139,0.0002776559,0.0002378902,0.00021582,0.00006882835,0.001472841,0.008113512],"study_design_scores_gemma":[0.000004254066,0.00008162907,0.9959943,0.00002860352,0.00002409113,0.0002196995,0.0008428715,0.0003903407,0.0002096255,0.00003191276,0.002163653,0.000008989732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924736,0.0008208997,0.0006654232,0.0006641895,0.00005147185,0.0000409823,0.003646099,0.00005109697,0.001586202],"genre_scores_gemma":[0.9933445,0.000824686,0.0006420713,0.0004161182,0.00006368538,0.00008004828,0.00362692,0.00001609027,0.0009858025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02011937,"threshold_uncertainty_score":0.04000455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02171029661291821,"score_gpt":0.2952438613068907,"score_spread":0.2735335646939725,"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."}}