{"id":"W4384927184","doi":"10.1007/s10311-023-01624-z","title":"Conversion of biomass into hydrogen by supercritical water gasification: a review","year":2023,"lang":"en","type":"review","venue":"Environmental Chemistry Letters","topic":"Subcritical and Supercritical Water Processes","field":"Engineering","cited_by":73,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; University of Saskatchewan","funders":"Agriculture and Agri-Food Canada; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; BioFuelNet Canada","keywords":"Supercritical fluid; Biomass (ecology); Supercritical water oxidation; Waste management; Hydrogen; Environmental science; Hydrogen production; Chemistry; Environmental chemistry; Organic chemistry; Ecology; Engineering; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005785142,0.001323011,0.00143939,0.002246931,0.0002456691,0.0009413513,0.0007770557,0.0008293336,0.001719535],"category_scores_gemma":[0.0004934883,0.0004665522,0.0006087082,0.002806552,0.0003648567,0.001503603,0.0007716413,0.001033488,0.0009400966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004844908,"about_ca_system_score_gemma":0.001090168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001294545,"about_ca_topic_score_gemma":0.002681336,"domain_scores_codex":[0.9998621,0.00001104664,0.0000209061,0.00003420114,0.00005248511,0.00001940936],"domain_scores_gemma":[0.9997869,0.0000758191,0.00004374473,0.000007522983,0.00006346298,0.00002255521],"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":[0.0001470935,0.0001625679,0.0002412712,0.04454052,0.0002497691,0.0002287106,0.00006931196,0.00091054,0.009611663,0.002889134,0.01806287,0.9228866],"study_design_scores_gemma":[0.00004333251,0.00027848,0.001065318,0.005007327,0.0004992964,0.0007243147,0.0001000256,0.0003174657,0.005747577,0.001496169,0.9846604,0.00006024781],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002527632,0.9989579,0.0001603394,0.00009131405,0.0001170025,0.000005041722,0.00001956658,0.00000544039,0.0003907426],"genre_scores_gemma":[0.0008645635,0.9984614,0.0001781728,0.00006961235,0.00006001412,0.00000508829,0.00002285719,0.000001097753,0.0003372226],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002246931,"threshold_uncertainty_score":0.005752444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01427868412280262,"score_gpt":0.2320868065293654,"score_spread":0.2178081224065627,"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."}}