{"id":"W4313578572","doi":"10.1016/j.jclepro.2023.135913","title":"Non-thermal plasma assisted catalytic water splitting for clean hydrogen production at near ambient conditions","year":2023,"lang":"en","type":"article","venue":"Journal of Cleaner Production","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; University of Calgary","funders":"","keywords":"Catalysis; Chemical engineering; Adsorption; Hydrogen production; Hydrogen; Nonthermal plasma; Volume (thermodynamics); Water splitting; Materials science; Chemistry; Plasma; Organic chemistry; Thermodynamics","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":[],"consensus_categories":[],"category_scores_codex":[0.001106541,0.000237972,0.0003743128,0.0003731071,0.0004935636,0.00004913415,0.0002074171,0.0001203188,0.00004598979],"category_scores_gemma":[0.0002959532,0.0001918842,0.0002813195,0.0004069271,0.0001284729,0.0006878535,0.00008049776,0.0002858019,0.000138444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004097104,"about_ca_system_score_gemma":0.00004473166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003053705,"about_ca_topic_score_gemma":0.00006729495,"domain_scores_codex":[0.9977337,0.00006738645,0.0008758185,0.0004424982,0.0004422552,0.0004384107],"domain_scores_gemma":[0.9982951,0.00003823987,0.0006043146,0.0004650592,0.0004839796,0.0001132809],"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":[0.0003613563,0.0001289354,0.0002035731,0.00008119603,0.000167134,0.00001500433,0.0008885988,0.09503415,0.8864846,0.00001944318,0.00649219,0.01012382],"study_design_scores_gemma":[0.0004546099,0.0002174104,0.001264632,0.00007518689,0.0001787256,0.000431699,0.0002911261,0.001661466,0.970955,0.0005790425,0.02365591,0.0002352247],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99617,0.000008245448,0.0001322006,0.001504152,0.001110509,0.0006444792,0.000006575998,0.0002355003,0.0001883199],"genre_scores_gemma":[0.992012,0.00001488716,0.001380568,0.00003393645,0.001618784,0.00008853575,0.0002390424,0.00009016904,0.004522118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09337269,"threshold_uncertainty_score":0.7824812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02141650218460426,"score_gpt":0.2840176632760193,"score_spread":0.2626011610914151,"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."}}