{"id":"W4236826703","doi":"10.1002/14356007.o21_o01.pub2","title":"Polymerization Processes, 2. Modeling of Processes and Reactors","year":2015,"lang":"en","type":"other","venue":"Ullmann's Encyclopedia of Industrial Chemistry","topic":"Advanced Polymer Synthesis and Characterization","field":"Chemistry","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Polymerization; Chain transfer; Precipitation polymerization; Chain-growth polymerization; Kinetic chain length; Ionic polymerization; Reversible addition−fragmentation chain-transfer polymerization; Radical polymerization; Bulk polymerization; Living free-radical polymerization; Living polymerization; Polymer chemistry; Chemistry; Solution polymerization; Materials science; Suspension polymerization; Polymer; Chemical engineering; Organic chemistry","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":[0.0008797248,0.00189185,0.001139585,0.001223222,0.0008774583,0.003313029,0.001872597,0.002249717,0.02285933],"category_scores_gemma":[0.001601303,0.0009781641,0.001563396,0.001243823,0.0009541411,0.00318149,0.001188932,0.00205374,0.01350626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001521823,"about_ca_system_score_gemma":0.002049267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002612537,"about_ca_topic_score_gemma":0.001207831,"domain_scores_codex":[0.9989544,0.0001563285,0.00007373796,0.0003027039,0.0004384466,0.00007428938],"domain_scores_gemma":[0.9994987,0.0001334198,0.00008136272,0.0001049379,0.0001592716,0.00002218056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001241811,0.0001164863,0.0008968125,0.001534709,0.0000475802,0.0003233328,0.0001794705,0.2654639,0.01571797,0.472897,0.05480282,0.1878958],"study_design_scores_gemma":[0.00003714989,0.0000912515,0.0006368122,0.0001878147,0.00003653544,0.0004441104,0.00004635696,0.3052641,0.01002983,0.1548008,0.528357,0.00006828044],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.004697964,0.01253662,0.8343672,0.002201873,0.002124486,0.0004854784,0.006563916,0.006511587,0.1305108],"genre_scores_gemma":[0.1739741,0.03185429,0.5237836,0.001360511,0.002358026,0.002543095,0.01504614,0.003688656,0.2453917],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02285933,"threshold_uncertainty_score":0.0764721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02060893868557292,"score_gpt":0.2298152703002015,"score_spread":0.2092063316146286,"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."}}