{"id":"W3202257477","doi":"10.82308/18676","title":"Filler retention in papermaking by polymeric and microparticulate retention aid systems","year":2004,"lang":"en","type":"article","venue":"eScholarship@McGill (McGill)","topic":"Material Properties and Processing","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Papermaking; Filler (materials); Water retention; Retention time; Composite material; Process engineering; Pulp and paper industry; Chemistry; Materials science; Environmental science; Chromatography; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003656851,0.0002937716,0.0002972677,0.0000928498,0.0003280985,0.0001617622,0.0001268797,0.0001925635,0.00004641395],"category_scores_gemma":[0.00003978692,0.0002910884,0.00005987303,0.0002749402,0.00003811787,0.0007514083,0.00006899723,0.0003193087,0.00004217731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002786716,"about_ca_system_score_gemma":0.000004282026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005998483,"about_ca_topic_score_gemma":0.00004841735,"domain_scores_codex":[0.9983059,0.00009018117,0.0005248786,0.0003871779,0.0002112099,0.0004806808],"domain_scores_gemma":[0.9995093,0.00001517238,0.00009203617,0.0002153734,0.00004055481,0.0001275195],"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":[0.00003657287,0.00002278063,0.00005646007,0.0004509148,0.00002823936,0.00002228159,0.00001014549,0.003560857,0.9650788,0.001308662,0.000001646307,0.02942268],"study_design_scores_gemma":[0.005646034,0.0003120723,0.002290798,0.003318226,0.0001702881,0.0003772098,0.0004388709,0.0100433,0.895719,0.004374406,0.07449774,0.002812097],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921723,0.002569151,0.000005871034,0.00001597406,0.0006579986,0.0002518385,0.00007761095,0.0002767062,0.003972529],"genre_scores_gemma":[0.9991227,0.0002947011,0.0001932975,0.00006012071,0.0000264798,0.00003636005,0.00003251026,0.00007974428,0.0001540594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07449609,"threshold_uncertainty_score":0.9999541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01234489760022142,"score_gpt":0.1861270537603597,"score_spread":0.1737821561601383,"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."}}