{"id":"W2559181574","doi":"10.1007/978-3-319-34199-6_26","title":"Laboratory Utilization Management in Canada","year":2016,"lang":"en","type":"book-chapter","venue":"","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Utilization management; Work (physics); Politics; Matching (statistics); Health care; Business; Environmental planning; Operations management; Political science; Medicine; Engineering; Geography; Economics; Economic growth","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":[0.001127329,0.000400756,0.0002838679,0.002284289,0.004121291,0.00417301,0.001212965,0.001125792,0.009786796],"category_scores_gemma":[0.002538173,0.0003829402,0.0003068788,0.006297143,0.001398912,0.0007803761,0.0009370565,0.001813721,0.0009315769],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1384535,"about_ca_system_score_gemma":0.281103,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9960751,"about_ca_topic_score_gemma":0.9982413,"domain_scores_codex":[0.9985789,0.00009054186,0.00005232345,0.00009571657,0.0008143291,0.0003681392],"domain_scores_gemma":[0.9984079,0.0001166204,0.00005283584,0.0000215738,0.0009889144,0.0004121664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000163831,0.00005721734,0.004964761,0.0001865172,0.00001093189,0.0001916929,0.00158112,0.002206089,0.0001804505,0.08627199,0.671471,0.2328618],"study_design_scores_gemma":[0.000005573976,0.00001107233,0.01610483,0.0003955356,0.000008451287,0.0000894806,0.001330352,0.001067521,0.0001428737,0.004169939,0.9766401,0.00003428754],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02758247,0.1470278,0.003613231,0.1484539,0.005213717,0.0001500758,0.00330786,0.0004619632,0.664189],"genre_scores_gemma":[0.1886526,0.1354508,0.006175497,0.0151763,0.0009443816,0.00006775158,0.001890102,0.0002396936,0.6514028],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1384535,"threshold_uncertainty_score":0.9992718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07497206858365867,"score_gpt":0.3347658536821947,"score_spread":0.259793785098536,"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."}}