{"id":"W4409413675","doi":"10.1016/j.molstruc.2025.142382","title":"Two-dimensional graphene oxide-iron oxide catalysts for oxidation of sulfides: Synthesis, product analysis, and environmental impact","year":2025,"lang":"en","type":"article","venue":"Journal of Molecular Structure","topic":"Nanomaterials for catalytic reactions","field":"Chemistry","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Instituto Tecnológico y de Estudios Superiores de Monterrey; University of Ottawa","keywords":"Chemistry; Graphene; Oxide; Catalysis; Product (mathematics); Iron oxide; Inorganic chemistry; Chemical engineering; Nanotechnology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001884243,0.0003206007,0.0001946906,0.000628642,0.0002622616,0.0004032827,0.0003638424,0.0004359216,0.0006069572],"category_scores_gemma":[0.0002730169,0.0001623873,0.0002234453,0.0002157045,0.0002185621,0.0002899438,0.0002641905,0.0003869726,0.0001294198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003212233,"about_ca_system_score_gemma":0.0001799887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001072028,"about_ca_topic_score_gemma":0.003769976,"domain_scores_codex":[0.999843,0.00002126876,0.000006993097,0.00001620013,0.00008798449,0.00002446344],"domain_scores_gemma":[0.9999474,0.00002148118,0.000006944948,0.000006962927,0.000009612606,0.000007536154],"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":[0.0003521042,0.0001135754,0.001017176,0.0001193065,0.0000378524,0.0001201646,0.00004120214,0.001086942,0.9882544,0.0005311138,0.0001222095,0.008203963],"study_design_scores_gemma":[0.00000824289,0.0002038395,0.002019925,0.000003900183,0.00002206337,0.0000650043,0.00003062821,0.003902063,0.9928825,0.0001083954,0.0007459667,0.000007450154],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956447,0.001196863,0.001751541,0.00005104739,0.00001985047,0.00001134585,0.0001280461,0.00002948812,0.001167151],"genre_scores_gemma":[0.9965546,0.0005681378,0.00188349,0.00001342138,0.000005479528,0.000004335168,0.0001734796,0.000007173802,0.0007898328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001072028,"threshold_uncertainty_score":0.002330661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003204745922630117,"score_gpt":0.2393642221015421,"score_spread":0.236159476178912,"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."}}