{"id":"W4226083020","doi":"10.1007/978-3-030-26050-7_260-1","title":"Quality Assurance","year":2022,"lang":"en","type":"book-chapter","venue":"Encyclopedia of earth sciences series/Encyclopedia of earth sciences","topic":"Scientific Measurement and Uncertainty Evaluation","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Imperial Metals (Canada)","funders":"","keywords":"Quality assurance; Business; Engineering; Operations 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":[0.005074343,0.0007938744,0.000498955,0.003156576,0.001329126,0.004846387,0.001472214,0.001523555,0.1258387],"category_scores_gemma":[0.009235687,0.0004497457,0.0005902925,0.002485465,0.0009802043,0.002492136,0.001901473,0.001545388,0.06360136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002420346,"about_ca_system_score_gemma":0.00473505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005237537,"about_ca_topic_score_gemma":0.004437128,"domain_scores_codex":[0.992864,0.0009841353,0.0003190752,0.0007861982,0.004740778,0.0003057615],"domain_scores_gemma":[0.9920265,0.001038017,0.0003447099,0.00163056,0.004746443,0.0002137219],"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":[0.00005081936,0.0001209232,0.0008016559,0.0004333337,0.00001535577,0.00006755722,0.0003845215,0.0007868611,0.004679934,0.1098421,0.271309,0.611508],"study_design_scores_gemma":[0.000008789762,0.00005347905,0.0009775931,0.0001974479,0.000008570245,0.0001627171,0.0001064924,0.0008975195,0.004134762,0.01308768,0.9803508,0.00001407658],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002507929,0.004495946,0.1156647,0.006790159,0.001310051,0.0007619227,0.00178856,0.002895273,0.8637855],"genre_scores_gemma":[0.04208513,0.00482539,0.0612905,0.004602514,0.0006037882,0.0004515986,0.004459319,0.0008692485,0.8808125],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1258387,"threshold_uncertainty_score":0.4209725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.147786124255339,"score_gpt":0.3656178552213896,"score_spread":0.2178317309660506,"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."}}