{"id":"W2525020197","doi":"10.1002/cjce.22700","title":"Reactor dynamics investigation based on calorimetric data","year":2016,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"thermodynamics and calorimetric analyses","field":"Chemistry","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Isothermal process; Nuclear engineering; Robustness (evolution); Control theory (sociology); Thermodynamics; Chemical reactor; Thermal; Consistency (knowledge bases); Continuous stirred-tank reactor; Temperature control; Heat transfer; Process engineering; Materials science; Computer science; Engineering; Chemistry; Physics; Chemical engineering; Control (management)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002693663,0.0001244136,0.0001640546,0.0002303899,0.00003441193,0.00003922106,0.0007644233,0.00009471993,0.0001264381],"category_scores_gemma":[0.001161973,0.0000730648,0.00007148959,0.0003709433,0.00006006978,0.00009378608,0.00002168901,0.0002797327,0.000005787054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005765648,"about_ca_system_score_gemma":0.0004301364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009191856,"about_ca_topic_score_gemma":0.0001657392,"domain_scores_codex":[0.9991263,0.000006996153,0.0002714121,0.0001213605,0.0002412538,0.0002327498],"domain_scores_gemma":[0.9985339,0.0003538649,0.0001363452,0.0004715532,0.00008648355,0.0004178696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008785359,0.00004476947,0.004360119,0.0001145447,0.0003850722,0.0001769186,0.00008509908,0.007600701,0.9343365,0.007152563,0.002464373,0.04319146],"study_design_scores_gemma":[0.00146088,0.00005575342,0.0004604739,0.0005639062,0.0002398421,0.00009288183,0.00001680356,0.7534347,0.2370026,0.0008122761,0.005227563,0.0006323389],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879032,0.0002653205,0.007790823,0.002352325,0.0003091781,0.00003360667,0.0001914725,0.00002729932,0.001126734],"genre_scores_gemma":[0.9993088,0.000002299392,0.0002426766,0.0000672247,0.0002902226,5.142784e-7,0.00001887058,0.0000241241,0.00004532061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7458341,"threshold_uncertainty_score":0.2979496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02060526138810131,"score_gpt":0.2054243999852098,"score_spread":0.1848191385971085,"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."}}