{"id":"W4395056373","doi":"10.1515/chem-2024-0020","title":"Theoretical investigation of hydrogen-rich fuel production through ammonia decomposition","year":2024,"lang":"en","type":"article","venue":"Open Chemistry","topic":"Ammonia Synthesis and Nitrogen Reduction","field":"Chemical Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Decomposition; Ammonia; Hydrogen production; Ammonia production; Production (economics); Hydrogen; Hydrogen fuel; Environmental science; Waste management; Chemistry; Materials science; Economics; Engineering; Organic chemistry; Microeconomics","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":[0.0001819767,0.0001450663,0.0001759191,0.00001601684,0.00004609559,0.0000702376,0.0002185461,0.0001368264,0.0006621724],"category_scores_gemma":[0.00006140935,0.0001371945,0.00006934106,0.0002325146,0.0001376439,0.0003172142,0.00009056,0.0001822334,0.00004355875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009102261,"about_ca_system_score_gemma":0.00004986978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002327947,"about_ca_topic_score_gemma":4.627669e-7,"domain_scores_codex":[0.9990051,0.00001860866,0.0002844945,0.0003505207,0.0001820719,0.0001592374],"domain_scores_gemma":[0.9995433,0.00004234296,0.00005745664,0.0002484915,0.00005148485,0.00005688861],"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":[0.0000247118,0.00002903895,0.00004259013,0.0003571835,0.00005144078,0.000002657465,0.0002167106,0.0001099699,0.9882749,0.009546834,0.000328773,0.001015128],"study_design_scores_gemma":[0.00008226786,0.00000840363,0.00002121066,0.0002040177,0.00005452656,0.0000474739,0.00007797407,0.003678087,0.986018,0.009099967,0.0005571639,0.0001509249],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987088,0.0007523035,0.0004554591,0.000587114,0.0001554295,0.000173338,0.000009830357,0.0001198311,0.01065866],"genre_scores_gemma":[0.9959578,0.00004303195,0.003096453,0.00001108558,0.0002870721,0.00004737347,0.00006680747,0.00003286634,0.000457523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01020114,"threshold_uncertainty_score":0.7250323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01442725620238009,"score_gpt":0.2715427982509893,"score_spread":0.2571155420486091,"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."}}