{"id":"W4407207711","doi":"10.1002/cphc.202401073","title":"Advances in CO<sub>2</sub>‐assisted oxidative dehydrogenation of light alkanes to light alkenes","year":2025,"lang":"en","type":"review","venue":"ChemPhysChem","topic":"Catalysis and Oxidation Reactions","field":"Chemical Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Dehydrogenation; Oxidative phosphorylation; Photochemistry; Chemistry; Alkene; Alkane; Organic chemistry; Hydrocarbon; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001399998,0.0004973547,0.001605439,0.0006188247,0.0000439802,0.00002601098,0.0003595933,0.0003602488,0.00003587003],"category_scores_gemma":[0.0003198838,0.0004606681,0.0005543973,0.001707097,0.00002564395,0.0002285178,0.0001080421,0.0003208202,0.00009297187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002786105,"about_ca_system_score_gemma":0.0001694557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004952591,"about_ca_topic_score_gemma":0.00002339222,"domain_scores_codex":[0.9977972,0.00003864834,0.0009790399,0.0005855369,0.0003054014,0.0002941758],"domain_scores_gemma":[0.9984501,0.0003119775,0.0004358008,0.0005196792,0.0001609756,0.0001214835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000007669603,0.0001711657,0.000001793915,0.01242765,0.0001798716,0.000004286747,0.0000978142,0.00004933406,0.2529964,0.0002879466,0.0006531367,0.7331229],"study_design_scores_gemma":[0.0001033413,0.000005385556,9.358332e-7,0.004617838,0.0001792845,0.000002545824,0.00001860817,0.00001600953,0.5049247,0.000008885741,0.4898712,0.0002513061],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008325879,0.9917802,0.0003449224,0.0001132996,0.000161295,0.0006356578,0.00009378963,0.0001145217,0.005923705],"genre_scores_gemma":[0.001339652,0.9966645,0.0001690854,0.00002021983,0.0001380136,0.0004056927,0.0008566197,0.00005648467,0.0003496908],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7328716,"threshold_uncertainty_score":0.9997845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01584007860659527,"score_gpt":0.2953633640849249,"score_spread":0.2795232854783297,"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."}}