{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005385365,0.0003182034,0.0003158191,0.001888331,0.001267897,0.001993754,0.0009351925,0.0005892228,0.003771151],"category_scores_gemma":[0.01130586,0.0003443593,0.0003530581,0.004727521,0.00117757,0.002173686,0.001770185,0.0009261293,0.0004700354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001722096,"about_ca_system_score_gemma":0.002207628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02031635,"about_ca_topic_score_gemma":0.02167407,"domain_scores_codex":[0.9961333,0.00199312,0.0004654545,0.0002609099,0.0003737454,0.0007734028],"domain_scores_gemma":[0.9848633,0.003127693,0.00863169,0.000566655,0.001166784,0.001643807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008197541,0.00006662171,0.9954308,0.00002755265,0.00001630975,0.00004989145,0.002330603,0.00001041604,0.00004466078,0.0001221547,0.0002909203,0.001528023],"study_design_scores_gemma":[0.0000168267,0.0001938061,0.9675733,0.000132978,0.00002563444,0.0001842862,0.02983049,0.0001006932,0.00008955119,0.00006016926,0.001781607,0.000010531],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964092,0.0004159912,0.0001100022,0.0006023499,0.00001219554,0.00004324467,0.0002736081,0.000002249212,0.002131],"genre_scores_gemma":[0.9989121,0.0002586714,0.0000797247,0.0003137689,0.00001392667,0.00004323336,0.0001448207,0.000005339653,0.0002283904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02031635,"threshold_uncertainty_score":0.04039621,"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."}}