{"id":"W2045242612","doi":"10.1016/j.msea.2005.08.131","title":"Examination and verification of the filtration mechanism of cake mode during the pressure filtration tests of liquid Al–Si cast alloys","year":2005,"lang":"en","type":"article","venue":"Materials Science and Engineering A","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Clogging; Filtration (mathematics); Materials science; Transient (computer programming); Mechanics; Linearity; Compressibility; Thermodynamics; Composite material; Chemistry; Mathematics","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":[0.0003446544,0.00008512061,0.000107715,0.00005554756,0.00006236452,0.00003035379,0.0001330505,0.00003606074,0.00000472751],"category_scores_gemma":[0.0000692575,0.00005825597,0.00000933944,0.0001396296,0.0001219132,0.0002786587,0.00003166703,0.0000357502,1.404194e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001988764,"about_ca_system_score_gemma":0.00001647441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003100936,"about_ca_topic_score_gemma":0.00001064628,"domain_scores_codex":[0.9993757,0.00001349666,0.0002174163,0.0001047215,0.0001866561,0.000102018],"domain_scores_gemma":[0.9996551,0.00001578739,0.00006767832,0.0001608642,0.00008497352,0.00001557903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000004684198,0.000002642185,0.0000189587,0.0001697362,0.000004772996,2.271223e-8,0.00131395,0.04156296,0.9564878,0.0002824245,0.000001862919,0.0001502242],"study_design_scores_gemma":[0.00006512212,0.00002249561,0.02864451,0.00005183611,0.00001133067,0.000007641812,0.00004997182,0.03797665,0.9330778,0.000007104045,0.00002910607,0.00005642407],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989497,0.0001431607,0.0005150776,0.00003664592,0.0001352312,0.0001597556,0.0000193429,0.00002519415,0.00001588982],"genre_scores_gemma":[0.9992647,0.00004365651,0.0006313513,0.000003729697,0.00002492594,0.0000108876,0.000001531056,0.000009255655,0.000009964117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02862555,"threshold_uncertainty_score":0.237561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005881074992408788,"score_gpt":0.184129401665258,"score_spread":0.1782483266728492,"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."}}