{"id":"W3175769285","doi":"10.1002/mren.202100006","title":"Systematic Comparison of Slurry and Gas‐Phase Polymerization of Ethylene: Part I Thermodynamic Effects","year":2021,"lang":"en","type":"article","venue":"Macromolecular Reaction Engineering","topic":"Polymer crystallization and properties","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Polyethylene; Materials science; Crystallinity; Polymerization; Diluent; Polymer; Chemical engineering; Phase (matter); Ethylene; Polymer chemistry; Amorphous solid; Coordination polymerization; Organic chemistry; Chemistry; Solution polymerization; Composite material; Catalysis","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":[],"consensus_categories":[],"category_scores_codex":[0.0001287684,0.0001056726,0.0002980931,0.00006855456,0.00003265077,0.00002082374,0.00005312997,0.00005123842,0.0000243623],"category_scores_gemma":[0.0001298011,0.0001020689,0.0000408302,0.0001639136,0.00002593415,0.00009062573,0.00002833948,0.00004761511,0.000001989722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000156214,"about_ca_system_score_gemma":0.00002174314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001536556,"about_ca_topic_score_gemma":0.000001213552,"domain_scores_codex":[0.9991298,0.00009024972,0.0003511743,0.0001450668,0.0001734985,0.0001101944],"domain_scores_gemma":[0.9995029,0.00005137948,0.0001627364,0.0001803378,0.00006067223,0.00004197001],"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":[0.000008941616,0.00005853065,0.00001553546,0.005224394,0.00002297691,0.000004854723,0.0003900827,0.0007359778,0.9929813,0.0002944229,0.000001013799,0.0002619988],"study_design_scores_gemma":[0.0002966269,0.00004552758,0.00005505104,0.001048862,0.00004860973,0.00001953487,0.0000969267,0.04029782,0.9579699,0.00000694661,0.00002260051,0.0000915713],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9298056,0.003920104,0.0657525,0.00001422375,0.000231143,0.000147086,0.000006084206,0.00004990578,0.00007339886],"genre_scores_gemma":[0.9995474,0.00005490758,0.0003002573,0.000009321215,0.00001131931,0.00001392028,0.00001722105,0.00001843972,0.00002724317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06974182,"threshold_uncertainty_score":0.4162248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007037752063841089,"score_gpt":0.2354688739976391,"score_spread":0.228431121933798,"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."}}