{"id":"W4411385643","doi":"10.1039/d5cy00173k","title":"Mechanochemical synthesis of Pt/TiO<sub>2</sub> for enhanced stability in dehydrogenation of methylcyclohexane","year":2025,"lang":"en","type":"article","venue":"Catalysis Science & Technology","topic":"Catalysis and Oxidation Reactions","field":"Chemical Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada)","funders":"Interreg; Kvantum-instituutti, Oulun Yliopisto; NextGenerationEU; Canadian Institutes of Health Research; European Commission; Oulun Yliopisto; Ministerio de Ciencia e Innovación; University of Saskatchewan; Vetenskapsrådet; Agencia Estatal de Investigación; Business Finland; National Research Council Canada; Svenska Forskningsrådet Formas; VINNOVA; Academy of Finland; Canada Foundation for Innovation; Natural Sciences and Engineering Research Council of Canada; Canadian Light Source","keywords":"Dehydrogenation; Methylcyclohexane; Catalysis; Chemistry; Stability (learning theory); Chemical engineering; Materials science; Organic chemistry; Computer science; Engineering","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":[0.00007473746,0.00022272,0.0001930704,0.0001255782,0.0001121635,0.0002552543,0.0002233195,0.000298627,0.0009862009],"category_scores_gemma":[0.0001678671,0.000191482,0.0001308607,0.0001255485,0.0001852083,0.0001901794,0.0001382456,0.0002238388,0.0002622111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002108704,"about_ca_system_score_gemma":0.0001299475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003315598,"about_ca_topic_score_gemma":0.000921607,"domain_scores_codex":[0.9999361,0.000004503285,0.000004801047,0.00001463027,0.00002760894,0.00001234734],"domain_scores_gemma":[0.9999467,0.00001019361,0.00001706716,0.000006395378,0.00001175907,0.000007822348],"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":[0.00002187335,0.000006128461,0.00005616335,0.00003601958,0.000003008127,0.00003806383,0.000006357925,0.0001396381,0.9980398,0.00009527138,0.00005022614,0.001507523],"study_design_scores_gemma":[0.00000819938,0.00007335372,0.00114154,0.000001972729,0.00000685063,0.00009224797,0.00001102134,0.001419336,0.9958892,0.00004463305,0.001308052,0.000003554148],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812202,0.001617508,0.01149601,0.0001898243,0.0001530337,0.00004269098,0.0001072216,0.0002061347,0.004967368],"genre_scores_gemma":[0.9931117,0.0003231174,0.003998459,0.00003785919,0.00001241563,0.00001495732,0.00004071176,0.00002302624,0.002437749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009862009,"threshold_uncertainty_score":0.003299117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00813637892726212,"score_gpt":0.2536907058602565,"score_spread":0.2455543269329944,"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."}}