{"id":"W4387515838","doi":"10.1111/trf.17565","title":"The operational impact of introducing cold stored platelets","year":2023,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; St. Michael's Hospital; Canadian Blood Services; Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Platelet; Economic shortage; Blood product; Platelet transfusion; Formulary; Medicine; Operations management; Surgery; Engineering; Internal medicine; Pharmacology","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":[0.001623963,0.0008823423,0.0003614782,0.000499989,0.0005381543,0.001786889,0.00146476,0.0007086745,0.00352373],"category_scores_gemma":[0.004427321,0.000445149,0.000665461,0.000537861,0.0009185909,0.001446516,0.001059594,0.0007033756,0.0003582184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003315563,"about_ca_system_score_gemma":0.002419007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0174697,"about_ca_topic_score_gemma":0.01048053,"domain_scores_codex":[0.9983854,0.0006083868,0.0000720366,0.0002044361,0.0003390952,0.0003906991],"domain_scores_gemma":[0.9949956,0.002780557,0.0006938943,0.000275907,0.0008920255,0.0003620549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.001812559,0.000673663,0.05057517,0.0003466804,0.0001535149,0.001246745,0.0002389788,0.9135187,0.01560308,0.001987314,0.0007775526,0.01306612],"study_design_scores_gemma":[0.0003545806,0.008025229,0.04769203,0.0001128668,0.0004431155,0.0006509657,0.002820175,0.9040459,0.02932294,0.002147471,0.004219994,0.000164903],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901714,0.0002255925,0.004306179,0.0001559313,0.00002540446,0.00008595425,0.0003450889,0.00008559555,0.004598865],"genre_scores_gemma":[0.9983333,0.000107979,0.0009837645,0.00001676654,0.000002531359,0.00001686243,0.0001574894,0.000006836338,0.0003745765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0174697,"threshold_uncertainty_score":0.03473604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0159205005184433,"score_gpt":0.2896337003076618,"score_spread":0.2737131997892185,"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."}}