{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008707624,0.0001082633,0.0002102752,0.00009278444,0.00001606766,0.00000708795,0.00005528517,0.0000862772,4.13629e-7],"category_scores_gemma":[0.000054624,0.0001119822,0.0000111254,0.0002355285,0.0000780296,0.00006643564,0.00008387115,0.00007177783,0.000003043017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001168819,"about_ca_system_score_gemma":0.000004837255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005777123,"about_ca_topic_score_gemma":0.00001415971,"domain_scores_codex":[0.9994416,0.000009019886,0.0001835147,0.0001330643,0.0000688223,0.0001639533],"domain_scores_gemma":[0.999709,0.0001036601,0.0000269261,0.0001034067,0.00002322106,0.00003378544],"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":[0.000003537662,0.000006656378,0.0005506047,0.0001945564,0.00004230511,0.0000101379,0.0006774112,0.00002746183,0.9955315,0.001573345,0.001158819,0.0002236537],"study_design_scores_gemma":[0.0002968918,0.00003543478,0.0005343357,0.00002524421,0.00001180776,0.000003117548,0.0003248098,0.0001553243,0.9969019,0.001531338,0.00007317369,0.0001066578],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966503,0.002233589,0.00002402286,0.0001406787,0.0002468014,0.00006525792,0.000004875101,0.00009925738,0.0005351852],"genre_scores_gemma":[0.9959034,0.003585162,0.00008266469,0.00002760843,0.00005671686,0.00001194527,0.000008489838,0.00001924734,0.0003047351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001370353,"threshold_uncertainty_score":0.45665,"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."}}