{"id":"W3161662785","doi":"10.3390/pr9050821","title":"Special Issue: Modeling and Simulation of Polymerization Processes","year":2021,"lang":"en","type":"article","venue":"Processes","topic":"Advanced Polymer Synthesis and Characterization","field":"Chemistry","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Reprint; Polymerization; Computer science; Management science; Engineering; Polymer; Chemistry; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00001599196,0.00009384725,0.0001330793,0.00002453067,0.00006136393,0.00003016801,0.00004500572,0.00005488757,0.0006315827],"category_scores_gemma":[0.0004260881,0.00009691065,0.00001185365,0.0002366441,0.00002192367,0.0002859201,0.00002484694,0.00003474738,0.000001801421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006040337,"about_ca_system_score_gemma":0.0001316368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002063604,"about_ca_topic_score_gemma":0.0000045417,"domain_scores_codex":[0.9993755,0.000004896315,0.000205638,0.0001891003,0.0001296544,0.00009524576],"domain_scores_gemma":[0.9993774,0.00006527267,0.000116932,0.00008903447,0.0003224088,0.00002892623],"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":[0.0001949608,0.0004598106,0.007607073,0.03004035,0.00009162596,0.000008216933,0.00524843,0.09098087,0.6302545,0.0001101691,0.00004581515,0.2349582],"study_design_scores_gemma":[0.0001485056,0.000005477571,0.00001409666,0.0001775843,0.00002802489,0.00000323084,0.0003966278,0.02921004,0.9635371,0.0001972569,0.006142449,0.0001396326],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8697665,0.01345703,0.09170866,0.0002980633,0.0002455752,0.0001012202,0.00008312101,0.0001771761,0.02416259],"genre_scores_gemma":[0.996405,0.001170314,0.000301355,0.0000248882,0.001433229,0.000006917456,0.00008613276,0.00001745716,0.0005547226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3332826,"threshold_uncertainty_score":0.6915388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01439806981183612,"score_gpt":0.2569656025385937,"score_spread":0.2425675327267576,"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."}}