{"id":"W4401461090","doi":"10.1007/s12274-024-6894-9","title":"Constructing the Al deficiency in Si-O(H)-Al units based on Pt/ZSM-5 for enhanced hydrocracking of polyethylene into high-quality liquid fuel","year":2024,"lang":"en","type":"article","venue":"Nano Research","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Catalysis; Zeolite; Low-density polyethylene; Materials science; Selectivity; Metal; Pyridine; Olefin fiber; Brønsted–Lowry acid–base theory; Adsorption; Chemistry; Inorganic chemistry; Chemical engineering; Polyethylene; 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":[],"consensus_categories":[],"category_scores_codex":[0.003389639,0.0001162804,0.0001489881,0.0001661083,0.0002201168,0.00005551497,0.0003137329,0.00008032975,0.0003005181],"category_scores_gemma":[0.001388637,0.00008594731,0.00004168778,0.001098274,0.0004363639,0.00007973235,0.0001684684,0.000399953,0.00006636701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003570658,"about_ca_system_score_gemma":0.0001679958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001302093,"about_ca_topic_score_gemma":0.0007858628,"domain_scores_codex":[0.9977016,0.0003257423,0.00033178,0.0003831054,0.000763801,0.0004939461],"domain_scores_gemma":[0.9968326,0.002753764,0.0000517698,0.0002438714,0.00004827103,0.00006972672],"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":[0.0002697243,0.00006242254,0.0004172848,0.00009611983,0.000003773623,0.000003677488,0.0005430248,0.001260445,0.9816662,0.004624479,0.000378317,0.01067453],"study_design_scores_gemma":[0.001008908,0.001199881,0.003010496,0.0004471203,0.00001013133,0.000004025907,0.001004029,0.06866877,0.9157618,0.003268717,0.005292092,0.0003240596],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861932,0.0001006687,0.007811068,0.001154197,0.000245368,0.0003690631,0.00006525048,0.00001813886,0.004042982],"genre_scores_gemma":[0.9990495,0.00001532923,0.0006326943,0.0001055149,0.00003099488,0.000030557,0.00001116885,0.00001378715,0.0001104423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06740832,"threshold_uncertainty_score":0.350483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05060900175777759,"score_gpt":0.3586852677420846,"score_spread":0.308076265984307,"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."}}