{"id":"W2733570626","doi":"10.1007/s10561-017-9637-2","title":"Development of national system performance metrics for tissue donation, production, and distribution activity","year":2017,"lang":"en","type":"article","venue":"Cell and Tissue Banking","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; Foothills Medical Centre; Héma-Québec; Mount Sinai Hospital; Misericordia Community Hospital","funders":"","keywords":"Tissue Donation; Tissue bank; Mandate; Donation; Analytics; Distribution (mathematics); Organ donation; Medicine; Business; Transplantation; Computer science; Database; Pathology; Political science; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.05054006,0.001304696,0.001150518,0.01217418,0.002766091,0.006353092,0.002948588,0.0006279758,0.003101409],"category_scores_gemma":[0.07882021,0.0005285212,0.001279358,0.01678385,0.0007728448,0.00342363,0.003477054,0.00167498,0.001130253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05280634,"about_ca_system_score_gemma":0.1199503,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7317226,"about_ca_topic_score_gemma":0.7340133,"domain_scores_codex":[0.9601943,0.006928936,0.005278172,0.001896936,0.02263013,0.003071489],"domain_scores_gemma":[0.8226647,0.01015545,0.01009073,0.004521821,0.1486395,0.003927782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00038578,0.0005455646,0.2901008,0.002670415,0.0003849249,0.0001111264,0.003727589,0.03807758,0.00265175,0.03590011,0.1756212,0.4498231],"study_design_scores_gemma":[0.0001125014,0.0008622249,0.599191,0.002444057,0.0002774828,0.0001611462,0.005498519,0.08231432,0.0103938,0.007711121,0.2906949,0.0003388808],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1955887,0.005238113,0.324164,0.01548752,0.0008820681,0.0209586,0.2110376,0.008888027,0.2177553],"genre_scores_gemma":[0.4178891,0.002663689,0.4111329,0.0008823638,0.0001039687,0.006911986,0.1489679,0.0006558431,0.0107922],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7317226,"threshold_uncertainty_score":0.5397147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02714007924872478,"score_gpt":0.2808288183618342,"score_spread":0.2536887391131094,"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."}}