{"id":"W4407312186","doi":"10.1002/mren.202400053","title":"Aqueous and Non‐Aqueous Synthesis of 2‐(Dimethylamino)ethyl Methacrylate (Co)Polymers by Solution Radical Polymerization: Modeling and Experimental Study","year":2025,"lang":"en","type":"article","venue":"Macromolecular Reaction Engineering","topic":"Advanced Polymer Synthesis and Characterization","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Vedecká Grantová Agentúra MŠVVaŠ SR a SAV; Natural Sciences and Engineering Research Council of Canada; Mitacs; Slovenská Akadémia Vied","keywords":"Aqueous solution; Methacrylate; Radical polymerization; Polymer; Polymer chemistry; Polymerization; Chemistry; Materials science; Organic chemistry","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":[0.0002565041,0.0005007586,0.0002985958,0.0002130961,0.0001640369,0.0002729776,0.0003762121,0.0004396118,0.001100848],"category_scores_gemma":[0.0002116879,0.0001740071,0.0003197543,0.0001997768,0.0001623708,0.0005439561,0.0001246252,0.0003358038,0.0003707567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003139261,"about_ca_system_score_gemma":0.0002001983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008237279,"about_ca_topic_score_gemma":0.0004974566,"domain_scores_codex":[0.9999254,0.0000086564,0.000004177013,0.00002115577,0.00003094865,0.000009643807],"domain_scores_gemma":[0.9999049,0.00004123498,0.00002452057,0.000006970092,0.0000173964,0.000004980146],"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":[0.0001043964,0.0002277633,0.0004793053,0.0003263924,0.0000124974,0.0001153515,0.00005688887,0.1167829,0.8709716,0.00157428,0.0001320081,0.009216653],"study_design_scores_gemma":[0.00001917694,0.0002793892,0.0005597696,0.000009402374,0.00001256051,0.00003179608,0.00001696927,0.5158436,0.4812866,0.0003931971,0.001536841,0.00001072768],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9009559,0.001331838,0.09204993,0.0001038553,0.00003560147,0.0001229698,0.0002855961,0.0002639685,0.004850475],"genre_scores_gemma":[0.9653614,0.001633492,0.02975832,0.00001658862,0.0000147627,0.0001376398,0.0001947745,0.00002644421,0.002856637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001100848,"threshold_uncertainty_score":0.003682673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00437373426494738,"score_gpt":0.2275047447027422,"score_spread":0.2231310104377948,"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."}}