{"id":"W4385218071","doi":"10.3390/catal13071138","title":"Utilization of Loaded Cobalt onto MCM-48 Mesoporous Catalyst as a Heterogeneous Reaction in a Fixed Bed Membrane Reactor to Produce Isomerization Product from n-Heptane","year":2023,"lang":"en","type":"article","venue":"Catalysts","topic":"Zeolite Catalysis and Synthesis","field":"Chemistry","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Mustansiriyah University; King Khalid University; Memorial University of Newfoundland","keywords":"Catalysis; Mesoporous material; Cobalt; Isomerization; Selectivity; Materials science; Chemical engineering; Membrane; Heptane; Heterogeneous catalysis; Chemistry; Inorganic chemistry; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003949813,0.0004129761,0.0007919089,0.0004719679,0.00007979842,0.00005095534,0.0004327036,0.0002292197,0.0001774549],"category_scores_gemma":[0.001283063,0.0004275106,0.0001920543,0.00191917,0.00006685178,0.0003067675,0.0001330703,0.0001814571,0.0003889494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003399542,"about_ca_system_score_gemma":0.0001545451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004400395,"about_ca_topic_score_gemma":0.001252907,"domain_scores_codex":[0.9965565,0.00008458043,0.001023706,0.001167222,0.0006657304,0.0005022694],"domain_scores_gemma":[0.9974556,0.0001282955,0.0004828081,0.001432272,0.0002805637,0.0002204755],"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":[0.0002616439,0.0002344894,0.00175065,0.0002244275,0.0001506193,0.00005431556,0.00236948,0.00007769259,0.9865412,0.000009613374,0.0005458474,0.007780097],"study_design_scores_gemma":[0.0005609495,0.00002681549,0.00206877,0.0001813901,0.0001541411,0.00002343204,0.0004784371,0.0002683138,0.9934315,0.00003980866,0.002356433,0.000410021],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971223,0.0003687369,0.00001272577,0.0004604944,0.0002339711,0.0005192189,0.0003368548,0.0002734901,0.0006721785],"genre_scores_gemma":[0.9890326,0.00009760517,0.0000588996,0.00005615897,0.000237253,0.0001842785,0.009013096,0.00008912218,0.001230953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008676241,"threshold_uncertainty_score":0.9998177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02751234480159922,"score_gpt":0.2676402246643646,"score_spread":0.2401278798627654,"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."}}