{"id":"W4385071322","doi":"10.1021/acsomega.3c02296","title":"In Situ Copolymerization Studies of Lignin, Acrylamide, and Diallyldimethylammonium Chloride: Mechanism, Kinetics, and Rheology","year":2023,"lang":"en","type":"article","venue":"ACS Omega","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Canada Foundation for Innovation; Northern Ontario Heritage Fund Corporation","keywords":"Rheology; Copolymer; Acrylamide; Kinetics; Lignin; In situ; Mechanism (biology); Polymer chemistry; Chemical engineering; Chemistry; Materials science; Organic chemistry; Polymer; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002505252,0.0003147439,0.0001699704,0.0002489613,0.0001103075,0.0001492992,0.0002001151,0.0002246345,0.001323839],"category_scores_gemma":[0.0001751011,0.0001367511,0.0002396208,0.0001346161,0.0001402701,0.0004025506,0.0001154141,0.0004952229,0.0002159953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001760117,"about_ca_system_score_gemma":0.000077859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000280708,"about_ca_topic_score_gemma":0.0003540142,"domain_scores_codex":[0.9999059,0.00001015878,0.000006720945,0.00002570832,0.00003047848,0.00002104878],"domain_scores_gemma":[0.9999081,0.00002082853,0.0000382017,0.000006144644,0.0000159033,0.00001098655],"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":[0.00001252305,0.000008109696,0.00006087448,0.00002495407,0.000001709688,0.00001636548,0.00001294003,0.00003092468,0.9989898,0.00004338637,0.00001449531,0.00078392],"study_design_scores_gemma":[0.000002192038,0.00005810577,0.0005227246,0.000001776819,0.000004063311,0.00002806609,0.000006936086,0.0008549418,0.9981201,0.00001430015,0.0003844086,0.000002381026],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807258,0.00210922,0.01493676,0.0001014509,0.00003875811,0.00004054137,0.0001573156,0.0001544597,0.001735542],"genre_scores_gemma":[0.9858541,0.001633001,0.008840732,0.00006100187,0.00002445597,0.00004863846,0.0001619279,0.00002627965,0.003349896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001323839,"threshold_uncertainty_score":0.004428744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01347828868377043,"score_gpt":0.247260806623898,"score_spread":0.2337825179401276,"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."}}