{"id":"W2760972734","doi":"10.1111/trf.14368","title":"An international investigation into AB plasma administration in hospitals: how many AB plasma units were infused? The HABSWIN study","year":2017,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University; Canadian Blood Services","funders":"McMaster University","keywords":"Medicine; Economic shortage; ABO blood group system; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006434708,0.0002629959,0.000278272,0.0002276875,0.0004969664,0.0002878778,0.0005270397,0.0001460909,0.0001319472],"category_scores_gemma":[0.00009913108,0.0002022581,0.00006723805,0.0001848185,0.0001465106,0.0007534624,0.00004798504,0.0004027154,0.00002717872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000844731,"about_ca_system_score_gemma":0.0001169156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009800894,"about_ca_topic_score_gemma":0.01186026,"domain_scores_codex":[0.9980807,0.0001340217,0.0003968514,0.0004940057,0.0006553887,0.0002390183],"domain_scores_gemma":[0.998639,0.00004080316,0.0001437035,0.0008534924,0.0001508604,0.000172075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002442843,0.003764042,0.7725996,0.0002800535,0.0003617416,0.0004532518,0.03637463,0.00009833911,0.03411226,0.005975221,0.001456008,0.142082],"study_design_scores_gemma":[0.009128743,0.002053009,0.9624994,0.0002450825,0.0001820143,0.00002090588,0.008415624,0.004337202,0.008658548,0.0001593366,0.004015096,0.000285048],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724745,0.00001335095,0.0002117768,0.02241045,0.0006847483,0.001997428,0.000008720693,0.0001031488,0.002095854],"genre_scores_gemma":[0.9980565,0.0003534195,0.0002527325,0.0003146801,0.0001790583,0.0001306944,0.0001002598,0.00003383113,0.0005787719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1898998,"threshold_uncertainty_score":0.8247845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02682106756815799,"score_gpt":0.2968056023893287,"score_spread":0.2699845348211707,"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."}}