{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004597781,0.0005191398,0.0004311709,0.0003229312,0.0002365829,0.0007811104,0.0005063907,0.000543821,0.0006039387],"category_scores_gemma":[0.00049095,0.0002702451,0.000345952,0.0002237918,0.0002596762,0.000600496,0.0003558641,0.0004816377,0.0004250219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003195961,"about_ca_system_score_gemma":0.0002502812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005029116,"about_ca_topic_score_gemma":0.000662645,"domain_scores_codex":[0.9994869,0.00008079653,0.00004010956,0.000131008,0.0001772571,0.00008380184],"domain_scores_gemma":[0.9996352,0.00008900091,0.0001035757,0.00003441687,0.00006835465,0.00006944678],"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":[0.00008728743,0.00004171371,0.0001308709,0.00009534023,0.000008664751,0.0000460873,0.0000252828,0.0001978205,0.994135,0.00005267212,0.00001834968,0.005160938],"study_design_scores_gemma":[0.00000625643,0.0003312548,0.0004646282,0.000003743967,0.00002293128,0.000091744,0.000008236927,0.0006629297,0.9969837,0.00000952606,0.001407785,0.00000715127],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986747,0.00376854,0.008061497,0.00004083994,0.00003438169,0.00004766793,0.00003661078,0.0001939257,0.00106963],"genre_scores_gemma":[0.9814777,0.001548341,0.01344403,0.00004972046,0.00003605389,0.00003635081,0.00008564217,0.00005587748,0.003266216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007811104,"threshold_uncertainty_score":0.002431571,"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."}}