{"id":"W2046302356","doi":"10.1002/mren.201100053","title":"The Integrated Deconvolution Estimation Model: Estimation of Reactivity Ratios per Site Type for Ethylene/1‐Butene Copolymers Made with a Heterogeneous Ziegler‐Natta Catalyst","year":2011,"lang":"en","type":"article","venue":"Macromolecular Reaction Engineering","topic":"Organometallic Complex Synthesis and Catalysis","field":"Chemistry","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Reactivity (psychology); Ethylene; Copolymer; Natta; Deconvolution; Catalysis; Olefin fiber; Polymer chemistry; Chemistry; Materials science; Butene; Polymerization; Organic chemistry; Polymer; Mathematics; Algorithm","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":[0.0008894285,0.0005496329,0.0002954604,0.0002847282,0.0000912563,0.000344517,0.0004583946,0.000477283,0.0004990398],"category_scores_gemma":[0.001580022,0.0002603619,0.0003977804,0.0001376097,0.0002732034,0.00046493,0.0002614195,0.0004151185,0.0001117336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005175878,"about_ca_system_score_gemma":0.0003785226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003149557,"about_ca_topic_score_gemma":0.001865963,"domain_scores_codex":[0.9998324,0.00004346493,0.000009221155,0.00005349976,0.00004382773,0.000017593],"domain_scores_gemma":[0.9995364,0.0002635457,0.00009884151,0.00004347478,0.0000473034,0.00001043532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003830122,0.00007858859,0.004124173,0.00007420676,0.00007567122,0.00006532188,0.00003799708,0.8417186,0.1151442,0.001340825,0.0001316711,0.03682576],"study_design_scores_gemma":[0.000005459106,0.00002133431,0.0008182855,0.000002861621,0.00001013923,0.00001284346,0.000002911851,0.9692699,0.02952301,0.0002508203,0.00007264467,0.000009767399],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.34728,0.0001294999,0.6509579,0.00008600711,0.0000084801,0.00003253838,0.0001703269,0.0003573439,0.0009778443],"genre_scores_gemma":[0.9517777,0.00005954595,0.04709866,0.00001998803,0.000002544323,0.00003780836,0.0001347874,0.00002372159,0.0008452458],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003149557,"threshold_uncertainty_score":0.006262481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01278062472672809,"score_gpt":0.2101194627233679,"score_spread":0.1973388379966398,"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."}}