{"id":"W4414777923","doi":"10.1021/acs.iecr.5c02621","title":"Study on the Synthesis of Ni–Al<sub>2</sub>O<sub>3</sub> Catalysts via Topological Transformation and Their Structure–Activity Relationship","year":2025,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Nanomaterials for catalytic reactions","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nickel Institute","funders":"National Key Research and Development Program of China; National Natural Science Foundation of China","keywords":"Catalysis; Micromixing; Selectivity; Mass transfer; Particle size; Particle (ecology); Kinetic energy; Economies of agglomeration; Transfer hydrogenation","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":[0.00007826022,0.0002128474,0.0001390165,0.0001432578,0.00009131496,0.0002249101,0.0002136375,0.0001876136,0.0005121517],"category_scores_gemma":[0.0001951696,0.000112383,0.0001412284,0.0001253301,0.0001910313,0.0003354355,0.000116795,0.000260057,0.0002297857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001562938,"about_ca_system_score_gemma":0.000094144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001458492,"about_ca_topic_score_gemma":0.000395128,"domain_scores_codex":[0.9999435,0.000007273198,0.000004517871,0.00001271365,0.00002342215,0.000008573102],"domain_scores_gemma":[0.9999278,0.00001663776,0.00002306409,0.000008674477,0.00001627984,0.000007562645],"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":[0.00004060003,0.00001846038,0.0001994548,0.0001322383,0.000008102965,0.00004508355,0.00001943834,0.0003130559,0.9946294,0.0004416828,0.00004316303,0.004109382],"study_design_scores_gemma":[0.000003879718,0.0001724124,0.0007059673,0.000002382276,0.00001087279,0.0001265862,0.00002383691,0.002279919,0.9945412,0.00008906723,0.00204046,0.000003328172],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777772,0.002473594,0.01591226,0.0001287256,0.00003810165,0.00003138155,0.0000963757,0.0001331091,0.003409274],"genre_scores_gemma":[0.9894889,0.001130824,0.008230086,0.00003178367,0.00001082119,0.0000153135,0.0001034203,0.00002571202,0.0009631341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005121517,"threshold_uncertainty_score":0.001713336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06211518354828707,"score_gpt":0.3029034441439244,"score_spread":0.2407882605956374,"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."}}