{"id":"W4205733297","doi":"10.32920/ryerson.14657355.v1","title":"Optimization and Modeling of an Emulsion Polymerization Reactor","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Advanced Polymer Synthesis and Characterization","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Monomer; Polymerization; Emulsion polymerization; Polymer; Vinyl acetate; Chemical engineering; Batch reactor; Materials science; Emulsion; Chain transfer; Bulk polymerization; Polymer chemistry; Chemistry; Organic chemistry; Radical polymerization; Catalysis; Copolymer; Composite material","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":[0.0006893644,0.0009112518,0.001404707,0.00061777,0.0006090146,0.001239443,0.001362588,0.002190124,0.003267264],"category_scores_gemma":[0.001066963,0.0006987519,0.001235839,0.0005217029,0.0006157591,0.0006165422,0.0006993808,0.001057512,0.0006270527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001282588,"about_ca_system_score_gemma":0.002207369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01194294,"about_ca_topic_score_gemma":0.00342752,"domain_scores_codex":[0.9996732,0.00008176526,0.00001911566,0.0000640714,0.00009654168,0.00006531541],"domain_scores_gemma":[0.9996225,0.0001809581,0.00004850736,0.00002212911,0.0001037551,0.00002216882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001553136,0.00001600325,0.0001279271,0.00003196198,0.000005588674,0.00003743189,0.00000893392,0.995638,0.00146595,0.001731139,0.00007748728,0.0008441181],"study_design_scores_gemma":[0.000008611629,0.00001184613,0.00005087278,0.000003007628,0.000004187785,0.00000566065,0.000003023595,0.9987919,0.0004990409,0.0002584945,0.0003600196,0.000003415465],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1255546,0.0009594184,0.8301971,0.0006272757,0.0001513276,0.0004802585,0.001251055,0.0007479729,0.04003101],"genre_scores_gemma":[0.8685223,0.0009769592,0.1042696,0.0001348052,0.00004286894,0.001727812,0.0007731153,0.000167739,0.02338488],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01194294,"threshold_uncertainty_score":0.02374685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01966307665726405,"score_gpt":0.2538849844797963,"score_spread":0.2342219078225323,"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."}}