{"id":"W2007437038","doi":"10.1002/cjce.20416","title":"Stochastic model for living radical polymerisation of styrene initiated by epoxide radical ring opening","year":2010,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Advanced Polymer Synthesis and Characterization","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Fahd University of Petroleum and Minerals","keywords":"Dispersity; Polymerization; Styrene; Reaction rate constant; Epoxide; Kinetics; Molar mass distribution; Polymer chemistry; Radical polymerization; Materials science; Polymer; Monomer; Chemistry; Copolymer; Composite material; Organic chemistry; Catalysis; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007640152,0.0007089488,0.001525005,0.0004905858,0.0005691503,0.0008759588,0.001617117,0.002154725,0.002314495],"category_scores_gemma":[0.001492333,0.0005826809,0.001194651,0.0004054974,0.001184981,0.0008396303,0.0005261144,0.001132829,0.0002776228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001724618,"about_ca_system_score_gemma":0.001376393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02294671,"about_ca_topic_score_gemma":0.008608866,"domain_scores_codex":[0.999733,0.00005779491,0.00001026101,0.00005712779,0.00006654984,0.0000753062],"domain_scores_gemma":[0.9989719,0.0005397082,0.0001923445,0.00003713186,0.0001598874,0.00009895287],"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":[0.0000215783,0.00001023604,0.0001311342,0.00001331027,0.000008456542,0.00003561326,0.000009060284,0.9947729,0.001652709,0.003046005,0.00004815657,0.0002508918],"study_design_scores_gemma":[0.00000735467,0.000008075376,0.00004472673,7.807856e-7,0.00000292567,0.000003195148,0.000001475913,0.9993739,0.0002464385,0.00026109,0.00004737674,0.000002809122],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5033786,0.0008136848,0.4819146,0.0007148872,0.0001592934,0.0002028234,0.0008143389,0.0004583547,0.01154341],"genre_scores_gemma":[0.9764218,0.0003883765,0.008862291,0.00008327234,0.00003144258,0.0002835303,0.0003038948,0.00004831873,0.01357705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02294671,"threshold_uncertainty_score":0.04562628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01147889635316917,"score_gpt":0.2123726973559188,"score_spread":0.2008938010027497,"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."}}