{"id":"W4396622683","doi":"10.1016/j.powtec.2024.119810","title":"An interlaboratory study for assessing repeatability and reproducibility of the data generated by rotating drum powder rheometers (Part 1: Granudrum)","year":2024,"lang":"en","type":"article","venue":"Powder Technology","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"McGill University; University of Waterloo; Purdue University","keywords":"Repeatability; Reproducibility; Rheometer; Materials science; NIST; Statistics; Mathematics; Composite material; Computer science; Rheology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001599989,0.0001893538,0.0003044987,0.00009942301,0.0000918052,0.00008327662,0.0006101516,0.0001417309,0.00001281785],"category_scores_gemma":[0.0005860098,0.0001374081,0.0000336801,0.0006624328,0.0002001415,0.0003130801,0.0002738545,0.0003135241,5.508079e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003146298,"about_ca_system_score_gemma":0.00003336598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000156384,"about_ca_topic_score_gemma":0.00003674344,"domain_scores_codex":[0.9980258,0.00008119539,0.0004551286,0.001083551,0.0001130854,0.0002411985],"domain_scores_gemma":[0.9969265,0.00009852059,0.00005914757,0.002789911,0.00008785196,0.00003809042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000120389,0.001938777,0.06362221,0.005588602,0.001921189,0.00002529511,0.003186138,0.00298178,0.5182366,0.0041925,0.001910674,0.3962758],"study_design_scores_gemma":[0.0005970005,0.0002731557,0.002192258,0.0001254873,0.000218113,0.00001660318,0.001693151,0.9708257,0.01437157,0.004537708,0.004637716,0.0005114723],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863483,0.00218118,0.00932605,0.0002765751,0.0005064535,0.0006196311,0.0001897045,0.0005119907,0.00004011277],"genre_scores_gemma":[0.99903,0.00001547388,0.0007504664,0.00001646032,0.00002740439,0.00004979857,0.00005334895,0.00004158242,0.00001545984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.967844,"threshold_uncertainty_score":0.560334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02675945284357883,"score_gpt":0.2912753978076039,"score_spread":0.2645159449640251,"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."}}