{"id":"W4405926549","doi":"10.17221/24/2024-rae","title":"Modeling and optimization of dynamic isothermal compressibility features on flowability of Canarium schweinfurthii Engl nutshell powder","year":2024,"lang":"en","type":"article","venue":"Research in Agricultural Engineering","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Compressibility; Materials science; Water content; Bulk density; Particle size; Particle density; Porosity; Composite material; Moisture; Thermodynamics; Chemistry; Geotechnical engineering; Soil science; Volume (thermodynamics); Soil water; Geology; Physics","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":[0.0005565684,0.0001681389,0.0002489639,0.0002765206,0.00002606828,0.00003778344,0.0001407883,0.0001283785,0.000009562615],"category_scores_gemma":[0.00006680645,0.0001265519,0.00006169685,0.0005800463,0.00004532406,0.0001677117,0.00005210731,0.0005802684,9.630211e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001762432,"about_ca_system_score_gemma":0.00002093407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002454137,"about_ca_topic_score_gemma":0.00005739305,"domain_scores_codex":[0.9987016,0.00005471854,0.0003159833,0.0002429123,0.0003486176,0.0003361145],"domain_scores_gemma":[0.9994669,0.0001572045,0.000007531026,0.000183718,0.000103478,0.00008119411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001094223,0.00001846683,0.00002412222,0.0009250208,0.00002292906,0.000003830015,0.0003060353,0.872964,0.1245236,0.0005132982,0.000009781001,0.0006779315],"study_design_scores_gemma":[0.000180008,0.00003657253,0.001776568,0.0004226537,0.000005178953,0.000004285652,0.00009512214,0.984345,0.01294583,0.00005017886,0.000007044263,0.0001315848],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876451,0.002997084,0.008417063,0.0000536327,0.0001729644,0.0002959723,0.00002595793,0.0001429352,0.0002492828],"genre_scores_gemma":[0.9976069,0.0001507307,0.002141981,7.515653e-7,0.00003413158,0.00001626225,0.00001899981,0.00002243413,0.000007751154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1115778,"threshold_uncertainty_score":0.5160635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01565468928734903,"score_gpt":0.266620769943927,"score_spread":0.2509660806565779,"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."}}