{"id":"W4402768866","doi":"10.1115/es2024-126891","title":"Investigation of Driver Gas Mixtures in a Shock Wave Reformer for Enhanced Hydrogen Pyrolysis","year":2024,"lang":"en","type":"article","venue":"","topic":"Heat transfer and supercritical fluids","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydrogenics (Canada); Simon Fraser University","funders":"","keywords":"Pyrolysis; Hydrogen; Shock wave; Materials science; Nuclear engineering; Steam reforming; Chemical engineering; Hydrogen production; Chemistry; Thermodynamics; Engineering; Physics; Organic chemistry","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":[0.00007210429,0.00008258491,0.0001338823,0.00009901031,0.000008185243,0.00001077246,0.00003737429,0.00007362197,0.0001137708],"category_scores_gemma":[0.00001259818,0.00006698065,0.00007374435,0.0001776789,0.00002347657,0.0001106384,0.000003678323,0.00006895011,0.00001029353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003524731,"about_ca_system_score_gemma":0.00001320867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002838455,"about_ca_topic_score_gemma":0.00005873108,"domain_scores_codex":[0.9994537,0.000007440568,0.0001944757,0.0001102128,0.00007794738,0.000156271],"domain_scores_gemma":[0.9997861,0.0000672378,1.804454e-7,0.00007640376,0.00001744448,0.00005258201],"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":[0.000003699721,0.000002830828,0.00005253813,0.0002554463,0.00002990086,0.000001799101,0.0007853479,0.0001102857,0.9925771,0.004872567,0.0002114905,0.001096944],"study_design_scores_gemma":[0.0001258768,0.00002502897,0.0001283662,0.00005629781,0.00001800839,6.242281e-7,0.00003377817,0.03528874,0.9609687,0.003127209,0.0001415368,0.00008587474],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9424757,0.0002994598,0.05235709,0.0001548776,0.0000667274,0.0001448385,0.00001235898,0.0001262052,0.004362727],"genre_scores_gemma":[0.9989567,0.00004566891,0.0007815004,0.00005247877,0.00003374128,0.00004286129,0.00001418437,0.00001848894,0.00005433448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05648102,"threshold_uncertainty_score":0.2731391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01530754509727392,"score_gpt":0.2268584150678192,"score_spread":0.2115508699705453,"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."}}