{"id":"W1571822915","doi":"10.1002/0471463728.ch9","title":"Procurement, Qualification, and Calibration of Laboratory Instruments: An Overview","year":2004,"lang":"en","type":"other","venue":"","topic":"Chemical Safety and Risk Management","field":"Chemical Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"GlaxoSmithKline (Canada)","funders":"","keywords":"Nuclear decommissioning; Procurement; Quality assurance; Systems engineering; Calibration; Engineering; Engineering management; Construction engineering; Computer science; Reliability engineering; Operations management; Business; Waste management","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":[0.003091884,0.001057752,0.0007474266,0.003735248,0.0009311581,0.003304928,0.001893828,0.001739971,0.009283772],"category_scores_gemma":[0.002088505,0.0009795765,0.0004979733,0.004078499,0.0006558554,0.003062085,0.001272251,0.001236797,0.01020485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001964039,"about_ca_system_score_gemma":0.003965201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004479249,"about_ca_topic_score_gemma":0.008188994,"domain_scores_codex":[0.9953003,0.0008469084,0.0003981751,0.0003126826,0.002973236,0.0001687173],"domain_scores_gemma":[0.9985488,0.0004222349,0.0001119315,0.000154405,0.0006999488,0.00006265753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006408175,0.0003439197,0.00126445,0.002143672,0.00001490675,0.0002235607,0.0003303286,0.005262825,0.00988381,0.01682804,0.03435072,0.9292896],"study_design_scores_gemma":[0.000007856816,0.0002466362,0.003274731,0.0007900794,0.00001248578,0.0008222557,0.0002560733,0.002562057,0.006393336,0.006920183,0.9786742,0.00004011903],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0102946,0.1621136,0.503463,0.005105224,0.001105,0.002712006,0.00142837,0.003629585,0.3101487],"genre_scores_gemma":[0.03376241,0.2311583,0.5248208,0.00202674,0.00077827,0.001537298,0.0030318,0.0006207081,0.2022637],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.009283772,"threshold_uncertainty_score":0.03105736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02296882590422351,"score_gpt":0.2700684267376131,"score_spread":0.2470996008333896,"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."}}