{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006076822,0.0001538687,0.000196421,0.00005722195,0.00001095776,0.000009008064,0.0001044757,0.0001672275,0.001559532],"category_scores_gemma":[0.00001398176,0.0001325585,0.00003122476,0.000119329,0.00003229089,0.00006888888,0.0000428419,0.00008412507,0.000007734933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004406188,"about_ca_system_score_gemma":0.00002269791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002426744,"about_ca_topic_score_gemma":0.0000564551,"domain_scores_codex":[0.9992588,0.00001197054,0.0002408013,0.000223568,0.0001651271,0.00009972283],"domain_scores_gemma":[0.9995376,0.000005278031,0.00013641,0.0002365889,0.00002004435,0.00006401347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006148215,0.001340712,0.0004406623,0.01541653,0.001122101,0.000002752576,0.0005849642,0.0002598809,0.09627709,0.6438052,0.2170935,0.02359505],"study_design_scores_gemma":[0.001121766,0.00005221713,0.00003991796,0.0009731964,0.0001402138,4.094193e-7,0.00008588601,0.001315788,0.04025636,0.0009788394,0.9544266,0.0006087679],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001252103,0.03280858,0.05114404,0.001309167,0.0006331196,0.003858328,0.0007162018,0.002572311,0.9057062],"genre_scores_gemma":[0.04962413,0.03437218,0.02453655,0.001484146,0.001313844,0.000321297,0.002544218,0.001884023,0.8839196],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7373331,"threshold_uncertainty_score":0.9993532,"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."}}