{"id":"W4413292245","doi":"10.1016/j.proci.2025.105797","title":"A shock tube study of chaperon efficiencies for the NH3 + M → NH2 + H + M reaction during ammonia pyrolysis","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Combustion Institute","topic":"Advanced Combustion Engine Technologies","field":"Chemical Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Total; Stanford University","keywords":"Scalable Vector Graphics; Shock (circulatory); Shock tube; Computer graphics (images); Physics; Computer science; Operating system; Thermodynamics; Shock wave; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003892421,0.0003465304,0.0003364716,0.0002050542,0.0005465192,0.00007266575,0.0009225605,0.0002830287,4.440455e-7],"category_scores_gemma":[0.001250701,0.0002805734,0.0002732344,0.0007660305,0.000330292,0.0005577792,0.000609263,0.000564355,0.000010633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009798674,"about_ca_system_score_gemma":0.00005599797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000073332,"about_ca_topic_score_gemma":0.00001953563,"domain_scores_codex":[0.9978556,0.000006755618,0.0007065092,0.0004834955,0.000534068,0.0004135398],"domain_scores_gemma":[0.9984733,0.0002122731,0.00056611,0.0004253408,0.0002701239,0.00005288911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000189271,0.0002210233,0.00004853169,0.0004887299,0.0001917689,8.951873e-7,0.0004989022,0.07783641,0.09691616,0.8228726,0.00001856014,0.0007170885],"study_design_scores_gemma":[0.0009020546,0.000178574,0.0004941669,0.000438555,0.0003814686,0.00001989258,0.002287394,0.9281718,0.06604003,0.0004157926,0.0004425177,0.0002277855],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919597,0.0001309384,0.005983882,0.0004202404,0.0005173503,0.0003804932,0.000020502,0.0005010068,0.00008588628],"genre_scores_gemma":[0.9976683,0.0001051866,0.00145316,0.00003863743,0.0001091189,0.000442668,0.000009221999,0.00005295238,0.0001207592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8503354,"threshold_uncertainty_score":0.9999647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01513782291795459,"score_gpt":0.2421674399395668,"score_spread":0.2270296170216122,"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."}}