{"id":"W1970220160","doi":"10.1002/mren.200700008","title":"Mathematical Modeling of Atom‐Transfer Radical Copolymerization","year":2007,"lang":"en","type":"article","venue":"Macromolecular Reaction Engineering","topic":"Advanced Polymer Synthesis and Characterization","field":"Chemistry","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Comonomer; Copolymer; Acrylonitrile; Styrene; Dispersity; Atom-transfer radical-polymerization; Polymer chemistry; Reactivity (psychology); Monomer; Materials science; Radical polymerization; Polymerization; Chemistry; Thermodynamics; Polymer; Organic 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":[0.000107865,0.0001391984,0.0001734954,0.00008050217,0.00003212819,0.00001033703,0.00007471058,0.0001140715,0.0003958715],"category_scores_gemma":[0.00002973861,0.0001535997,0.00008252897,0.0001327183,0.00001739295,0.0001071654,0.00001261209,0.0001243978,0.00001306309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003997744,"about_ca_system_score_gemma":0.000009297803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003512926,"about_ca_topic_score_gemma":1.809666e-7,"domain_scores_codex":[0.9990457,0.000004152379,0.0003595578,0.0001694016,0.0002156494,0.0002055853],"domain_scores_gemma":[0.9996362,0.00003052044,0.00004113628,0.000183092,0.00003171132,0.00007728959],"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":[0.00002234621,0.00004096761,0.00001163776,0.0001138427,0.00002469154,0.000007797281,0.0000605263,0.003487417,0.9893002,0.002451675,2.30036e-7,0.004478675],"study_design_scores_gemma":[0.000161948,0.000006330916,0.0000128953,0.00007690843,0.00002317435,0.00002949274,0.00002620517,0.1341113,0.8644881,0.0000248144,0.0009005552,0.0001383426],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3545602,0.00007556445,0.6435368,0.000006933108,0.0000363891,0.00002495782,0.000002718841,0.00008191192,0.001674521],"genre_scores_gemma":[0.9978891,0.00001440714,0.001846194,0.000008077645,0.00007733829,0.000005259438,0.0000424013,0.00004463426,0.00007259871],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6433289,"threshold_uncertainty_score":0.6263614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006376641363122467,"score_gpt":0.2100403434275823,"score_spread":0.2036637020644599,"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."}}