{"id":"W4401886064","doi":"10.3390/fuels5030022","title":"A Review of Catalyst Integration in Hydrothermal Gasification","year":2024,"lang":"en","type":"review","venue":"Fuels","topic":"Subcritical and Supercritical Water Processes","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"Office of Energy Research and Development; Government of Canada","keywords":"Hydrothermal circulation; Catalysis; Process engineering; Raw material; Supercritical fluid; Leaching (pedology); Process (computing); Chemical engineering; Waste management; Environmental science; Materials science; Chemistry; Computer science; Engineering; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00014408,0.0001977452,0.0008229217,0.0001279855,0.000004586975,0.00001473032,0.0001421628,0.0001295015,0.0001005057],"category_scores_gemma":[0.0001067083,0.0001402796,0.0001791809,0.0004052367,0.00002590835,0.00007246038,0.00001650448,0.0002544612,0.0002916261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004975869,"about_ca_system_score_gemma":0.00002917951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005191185,"about_ca_topic_score_gemma":0.0000035076,"domain_scores_codex":[0.9989867,0.00003526526,0.0005793578,0.0001637397,0.00009402903,0.0001409056],"domain_scores_gemma":[0.9996867,0.00006466962,0.0000094148,0.0001705907,0.00003097051,0.00003767638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[9.829732e-8,0.000008260409,3.628517e-8,0.4987289,0.00001113241,0.000005022733,0.000015144,1.171267e-7,0.000004393679,0.0005152373,0.0004053228,0.5003063],"study_design_scores_gemma":[0.00001437746,0.000006396207,1.143181e-7,0.3480237,0.0002843192,0.00001608053,0.000003234796,0.00004161938,0.00006054875,0.0003606478,0.6510391,0.0001498466],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[8.365565e-7,0.9962087,0.0001515789,0.00002637588,0.0001511178,0.0003062928,0.00004381132,0.00008334333,0.003027946],"genre_scores_gemma":[0.0001294841,0.9992746,0.00005286039,0.0000331203,0.00006679571,0.0001818076,0.0001731556,0.00003956753,0.00004867754],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6506338,"threshold_uncertainty_score":0.5720438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04145195554047931,"score_gpt":0.3159081760119504,"score_spread":0.2744562204714711,"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."}}