{"id":"W2359615498","doi":"","title":"Polymer product engineering:an emerging discipline of chemical engineering for high performance polymer materials","year":2014,"lang":"en","type":"article","venue":"Scientia Sinica Chimica","topic":"Advanced Polymer Synthesis and Characterization","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Polymerization; Polymer; Chemical reaction engineering; Materials science; Polyolefin; Copolymer; Radical polymerization; Nanotechnology; Polymer science; Polymer chemistry; Chemical engineering; Process engineering; Catalysis; Chemistry; Organic chemistry; Engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002213829,0.0002616365,0.0003718786,0.00009648668,0.0000818827,0.00004931633,0.0003949572,0.0000912469,0.000358715],"category_scores_gemma":[0.0001184548,0.0002484474,0.00008144952,0.000181845,0.00007270683,0.0002970661,0.0001090102,0.00009626643,0.000005238194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002095187,"about_ca_system_score_gemma":0.00002851336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003072466,"about_ca_topic_score_gemma":1.028317e-7,"domain_scores_codex":[0.9982228,0.00000898392,0.0005518655,0.0005300975,0.0002470509,0.0004392314],"domain_scores_gemma":[0.9989107,0.00006818384,0.0002358332,0.0005946436,0.00006152803,0.0001290616],"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":[0.00004520352,0.00008475857,0.00005774469,0.0002013122,0.00002780425,6.309273e-8,0.00009376572,0.00005113459,0.9967968,0.0007275341,0.00001371076,0.001900099],"study_design_scores_gemma":[0.0003428208,0.00002545352,0.0002876141,0.0001043954,0.00004836487,0.000003006463,0.000005645662,0.006643523,0.9916609,0.000007040333,0.0005694052,0.0003018144],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975733,0.00007933817,0.001194183,0.0002101826,0.0005621741,0.00009684241,0.0000998477,0.0001233671,0.00006083065],"genre_scores_gemma":[0.9963351,0.000006287788,0.002328743,0.00002030189,0.0006616577,0.00004568893,0.0002299758,0.00006825448,0.0003040019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006592389,"threshold_uncertainty_score":0.9999968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008080135446943365,"score_gpt":0.2273649218180715,"score_spread":0.2192847863711282,"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."}}