{"id":"W1503035345","doi":"10.1002/9780813823621.ch17","title":"Statistics of Sampling and Sample Preparation","year":2010,"lang":"en","type":"other","venue":"","topic":"Mineral Processing and Grinding","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Sampling (signal processing); Lot quality assurance sampling; Statistics; Sample (material); Sampling design; Quality assurance; Systematic sampling; Multistage sampling; Computer science; Mathematics; Engineering; Sociology; Chromatography; Chemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002462534,0.00007001742,0.00009909084,0.00005808519,0.000007571443,0.00001102864,0.00002369076,0.0001063342,0.0006185607],"category_scores_gemma":[0.00002550053,0.00006472168,0.00000569575,0.00002107781,0.00001188187,0.00001002826,0.000006185619,0.00008009153,0.000003169459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002585508,"about_ca_system_score_gemma":0.000004174102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001565295,"about_ca_topic_score_gemma":0.0003845976,"domain_scores_codex":[0.999767,0.000001492244,0.00007718334,0.00005902415,0.00004048413,0.0000547874],"domain_scores_gemma":[0.9998491,0.00003909297,0.00002502043,0.00006291242,0.000006260036,0.00001760863],"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":[0.000005404609,0.00001878959,0.0007036108,0.004365092,0.0001406862,8.952485e-7,0.0004917406,0.003623717,0.01002135,0.008386179,0.887134,0.08510851],"study_design_scores_gemma":[0.0001994563,0.00002983027,0.0001054488,0.0003203828,0.00004544204,0.00000319836,0.00002088711,0.03734677,0.001040409,0.002378319,0.9580687,0.0004411184],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.0006032692,0.0004244376,0.3770574,0.000001495125,0.0002690433,0.00007434443,0.0001987137,0.0003012744,0.62107],"genre_scores_gemma":[0.01315532,0.0002107425,0.6053094,0.000007106253,0.0003129794,0.000004895755,0.0001163885,0.0003555562,0.3805276],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2405424,"threshold_uncertainty_score":0.6772805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01439377385009607,"score_gpt":0.2647029821403615,"score_spread":0.2503092082902655,"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."}}