{"id":"W1983983432","doi":"10.1021/ie900999n","title":"Treatment of Fractionated Fibers with Various Cationic-Modified Poly(vinyl alcohols) and Its Impact on Paper Properties","year":2009,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Material Properties and Processing","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Cationic polymerization; Fiber; Refining (metallurgy); Chemistry; Adsorption; Composite material; Adhesion; Chemical engineering; Materials science; Polymer chemistry; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001974814,0.000428406,0.0002580947,0.0001778714,0.0001503535,0.0003012372,0.000148179,0.0002991576,0.0007862078],"category_scores_gemma":[0.0004204249,0.0001594298,0.0003376072,0.00015384,0.0001852588,0.0004133695,0.0001606406,0.0004714006,0.0001176705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001456533,"about_ca_system_score_gemma":0.0001196759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006957395,"about_ca_topic_score_gemma":0.00143043,"domain_scores_codex":[0.9998325,0.0000262173,0.00001517147,0.00004286435,0.00004209072,0.00004119242],"domain_scores_gemma":[0.9997514,0.00008171505,0.00006368443,0.00002474329,0.00004949585,0.00002906652],"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":[0.00006514272,0.000008771735,0.0002293531,0.00003403474,0.000009736037,0.00002252885,0.00001709277,0.0000686745,0.9983557,0.000009196979,0.000003409584,0.001176382],"study_design_scores_gemma":[0.00000336137,0.0002386236,0.002877943,0.000003261716,0.00001727317,0.00005175472,0.0000263705,0.0001961446,0.9962325,0.00001038577,0.0003378244,0.000004727592],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972377,0.0008496562,0.001558273,0.00001612942,0.00001171369,0.00001210278,0.00003376448,0.00001102623,0.0002696614],"genre_scores_gemma":[0.9957328,0.0006994809,0.002866167,0.00003102473,0.00000675194,0.00001028237,0.00008683476,0.00001746461,0.000549156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007862078,"threshold_uncertainty_score":0.002630174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07206675850236895,"score_gpt":0.309409713115079,"score_spread":0.23734295461271,"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."}}