{"id":"W2520426683","doi":"10.1111/trf.13778","title":"Profiling clinical platelet and plasma use to inform blood supply and contingency planning: PUPPY, the prospective utilization of platelets and plasma study","year":2016,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Australian Government","keywords":"Medicine; Fresh frozen plasma; Blood product; Platelet; Platelet transfusion; Puppy; Population; Emergency medicine; Intensive care medicine; Surgery; Internal medicine; Environmental health","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":[0.002137899,0.0002768853,0.0001700927,0.0007547613,0.0004827114,0.0007788155,0.0004834282,0.0004074931,0.0008720729],"category_scores_gemma":[0.005715308,0.0003528841,0.0003832034,0.0009965033,0.0003280134,0.0006254346,0.001090778,0.0006928282,0.0002790592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007476474,"about_ca_system_score_gemma":0.001026425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02772499,"about_ca_topic_score_gemma":0.02972908,"domain_scores_codex":[0.9990133,0.0005234868,0.00007897841,0.0001426961,0.0001348978,0.0001065767],"domain_scores_gemma":[0.9972028,0.0004924612,0.001091879,0.0002164713,0.0004782653,0.0005181929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004301308,0.00002639437,0.9981863,0.000008811057,0.00002735497,0.00003092395,0.0002115338,0.00002512235,0.0000363681,0.00001319139,0.0001978058,0.001193206],"study_design_scores_gemma":[0.000007492931,0.0001348052,0.9984537,0.00001286459,0.00001861137,0.0001115513,0.0004181848,0.0003224289,0.00002591366,0.00002383848,0.0004679432,0.000002785575],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982129,0.0001993666,0.0002319843,0.000144174,0.000005258649,0.00005454086,0.0006977888,0.000002593722,0.0004514214],"genre_scores_gemma":[0.9983363,0.0001728715,0.0004065796,0.00008248877,0.00000843261,0.00005571796,0.0004759305,0.000002958065,0.0004587494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02772499,"threshold_uncertainty_score":0.0551272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05982847745544106,"score_gpt":0.332599587195066,"score_spread":0.2727711097396249,"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."}}