{"id":"W4315649023","doi":"10.3390/catal13010160","title":"Fragmentation-Oriented Design of Olefin Polymerization Catalysts: Support Porosity","year":2023,"lang":"en","type":"article","venue":"Catalysts","topic":"Organometallic Complex Synthesis and Catalysis","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Porosity; Polymerization; Materials science; Fragmentation (computing); Polyethylene; Olefin polymerization; Polypropylene; Process engineering; Catalysis; Chemical engineering; Computer science; Composite material; Chemistry; Engineering; Polymer; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002601388,0.0002247528,0.0003910325,0.0002397145,0.0001285076,0.00002604182,0.00032808,0.0001088571,0.005285268],"category_scores_gemma":[0.0001424522,0.0002336143,0.0001741015,0.001179755,0.00009916304,0.0001812204,0.0001281696,0.00008684302,0.0004066781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007810493,"about_ca_system_score_gemma":0.0001056136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001402974,"about_ca_topic_score_gemma":0.000009133135,"domain_scores_codex":[0.9982112,0.00003146793,0.0005541577,0.0004399396,0.0004416223,0.0003216213],"domain_scores_gemma":[0.998648,0.0001296296,0.0002919871,0.0007039904,0.0001007875,0.0001256203],"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":[0.00003496072,0.0001526825,0.003157271,0.0001626991,0.0002339725,0.00001918358,0.0008481102,0.0001038996,0.9841903,0.0002651353,0.001793156,0.009038622],"study_design_scores_gemma":[0.0004224098,0.00002074269,0.004608166,0.0000327919,0.0001982221,0.000008763882,0.0006707477,0.0004181954,0.9910263,0.00006814528,0.002221336,0.0003042088],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869205,0.0001937988,0.004286883,0.000178471,0.0001755633,0.0001777813,0.0003496616,0.0004158439,0.00730147],"genre_scores_gemma":[0.9899467,0.00004194567,0.0001973212,0.00002777686,0.00007627667,0.00004429488,0.003820654,0.00004347465,0.005801518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008734412,"threshold_uncertainty_score":0.9956241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02120551279359126,"score_gpt":0.2427648301788569,"score_spread":0.2215593173852657,"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."}}