{"id":"W1573070451","doi":"10.1007/978-3-319-48160-9_163","title":"ASTM D7454 Vibrated Bulk Density Method – Principles and Limitations","year":2011,"lang":"en","type":"book-chapter","venue":"","topic":"Molten salt chemistry and electrochemical processes","field":"Chemical Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Rio Tinto (Canada)","funders":"","keywords":"Reproducibility; Repeatability; Variance (accounting); Sample (material); Coke; Statistics; Variance components; Process engineering; Computer science; Environmental science; Reliability engineering; Forensic engineering; Engineering; Mathematics; Chromatography; Accounting; Waste management; Business; Chemistry","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":[0.001969577,0.0007710114,0.001227755,0.0008957266,0.0007377903,0.0016053,0.005247551,0.001678793,0.01366399],"category_scores_gemma":[0.002445448,0.001001701,0.0004786224,0.001014628,0.001137758,0.002535959,0.001806753,0.002770372,0.01122146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009154297,"about_ca_system_score_gemma":0.001216371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00166447,"about_ca_topic_score_gemma":0.002443654,"domain_scores_codex":[0.997666,0.0003038998,0.00007325607,0.0002350009,0.001654262,0.00006769304],"domain_scores_gemma":[0.9987742,0.0004200503,0.0000377848,0.0002933651,0.0004430132,0.00003157544],"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":[0.0002368555,0.0001512681,0.0008135152,0.001682095,0.00007946689,0.0001126597,0.000328076,0.009980619,0.2083354,0.1680901,0.0349504,0.5752396],"study_design_scores_gemma":[0.00007003365,0.0003233099,0.002592408,0.0003853607,0.00009576464,0.001004843,0.0001975935,0.2473136,0.4216835,0.0605463,0.2655403,0.0002469987],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006846358,0.007282637,0.946512,0.0006485477,0.0007209171,0.0001814462,0.0007801217,0.001880073,0.03514789],"genre_scores_gemma":[0.1253904,0.009739058,0.7640973,0.0009524809,0.0002795844,0.0008079418,0.002650216,0.00168064,0.09440238],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01366399,"threshold_uncertainty_score":0.04571056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05402219595062711,"score_gpt":0.2462435627477981,"score_spread":0.192221366797171,"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."}}