{"id":"W1555113914","doi":"10.1002/9783527673186.ch1","title":"Modeling of Gasifiers: Overview of Current Developments","year":2014,"lang":"en","type":"other","venue":"","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Benchmark (surveying); Computational fluid dynamics; Computer science; Current (fluid); Software; Fluid dynamics; Flow (mathematics); Engineering; Aerospace engineering; Mechanics; Physics; Electrical engineering","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":[0.00006991711,0.0001686256,0.0003764101,0.0001633625,0.000003562898,0.000002401463,0.000140647,0.0001291427,0.0008382224],"category_scores_gemma":[0.000004319072,0.0001517819,0.00008549639,0.00007511296,0.00001092436,0.00001104117,0.00002373611,0.00008434647,0.00005062005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001199697,"about_ca_system_score_gemma":0.00001734341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002315142,"about_ca_topic_score_gemma":0.00001444464,"domain_scores_codex":[0.9993365,0.000008713274,0.0002737551,0.000100874,0.0001532148,0.000126942],"domain_scores_gemma":[0.9997029,0.000004587638,0.00003419631,0.0002036334,0.0000198441,0.00003480571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001370085,0.0002029505,0.000314044,0.03289732,0.001322126,0.00000265387,0.0004261914,0.01164994,0.005614052,0.01240243,0.7824385,0.1527161],"study_design_scores_gemma":[0.0007448388,0.00001740381,0.000006432523,0.003699054,0.0001122523,0.000001196835,0.00001253954,0.1825211,0.00376411,0.0001497811,0.8083187,0.0006526689],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0001829176,0.03164272,0.2482515,9.637727e-7,0.0009191853,0.0002054864,0.00002498781,0.0002612505,0.718511],"genre_scores_gemma":[0.4722512,0.1149687,0.1139256,0.0001243153,0.001798869,0.0001735412,0.0008096014,0.007784895,0.2881633],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4720683,"threshold_uncertainty_score":0.9177948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04758992256810692,"score_gpt":0.268465789677107,"score_spread":0.2208758671090001,"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."}}