{"id":"W2108570160","doi":"10.1002/mren.200700043","title":"Chain Length Distributions of Polyolefins Made in Stopped‐Flow Reactors for Non‐Instantaneous Site Activation","year":2008,"lang":"en","type":"article","venue":"Macromolecular Reaction Engineering","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Waterloo","funders":"","keywords":"Polymerization; Polymer; Flow (mathematics); Monte Carlo method; Materials science; Thermodynamics; Catalysis; Chain termination; Chain (unit); Polymer chemistry; Chemistry; Mechanics; Physics; Radical polymerization; Mathematics; Organic chemistry; Statistics; 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":[0.0001612729,0.0002187605,0.0002413119,0.0003898007,0.00005398739,0.000007764257,0.00009485629,0.0001497933,0.000005148728],"category_scores_gemma":[0.00006954242,0.0002660429,0.0000777658,0.0007655378,0.00003127489,0.0001687038,0.00001769763,0.0002499681,0.000002655437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003843297,"about_ca_system_score_gemma":0.00002674363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002945252,"about_ca_topic_score_gemma":9.131236e-7,"domain_scores_codex":[0.998902,0.000007431226,0.0004427536,0.0002012401,0.0001556777,0.0002908795],"domain_scores_gemma":[0.9995176,0.0000358892,0.00007798494,0.0002314013,0.0001027885,0.00003431754],"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":[0.00001558267,0.00003516986,0.00008701952,0.00008456012,0.00002770589,0.00001181722,0.0002099528,0.003673574,0.9930329,0.0009617107,0.0001155509,0.001744497],"study_design_scores_gemma":[0.0004275031,0.0000485661,0.002540902,0.00008925933,0.000009993389,0.00008372581,0.00002613862,0.05574241,0.936411,0.00003114574,0.004318825,0.0002705188],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4457875,0.00002717326,0.5534016,0.00001590514,0.0001113765,0.0002482901,0.0000550952,0.0001928429,0.0001602013],"genre_scores_gemma":[0.9943511,0.00003162791,0.004917258,0.00001180832,0.00004674637,0.00008588418,0.0004614648,0.00006184358,0.00003223894],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5485637,"threshold_uncertainty_score":0.9999792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008058779544511608,"score_gpt":0.2059159351750232,"score_spread":0.1978571556305116,"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."}}