{"id":"W2038758100","doi":"10.1002/cjce.20594","title":"Steam assisted biomass gasification—an overview","year":2011,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Thermochemical Biomass Conversion Processes","field":"Engineering","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biomass gasification; Biomass (ecology); Wood gas generator; Environmental science; Waste management; Biomass fuels; Process engineering; Engineering; Biofuel; Coal","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":[0.0001902282,0.0001568107,0.000187375,0.000138309,0.00003772093,0.00003574473,0.0005744632,0.0001081663,0.0002387823],"category_scores_gemma":[0.0001022842,0.0001248992,0.00008870459,0.0002804844,0.0000595088,0.0001929141,0.00001065367,0.0002897326,0.00001857937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001938686,"about_ca_system_score_gemma":0.0001385238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002031928,"about_ca_topic_score_gemma":0.00005234276,"domain_scores_codex":[0.9991204,0.00001065897,0.0003369064,0.00008414202,0.0001554855,0.0002923695],"domain_scores_gemma":[0.9989813,0.00004337127,0.00006526901,0.0002342687,0.0001160816,0.0005597151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000005507975,0.000009019605,0.0000501528,0.00008759949,0.00007481175,0.00002157234,0.0003642456,0.00009848014,0.9962022,0.0005936645,0.0003180341,0.002174744],"study_design_scores_gemma":[0.0001662865,0.00001669564,0.0002565685,0.00006982951,0.00003541687,0.0001356168,0.00002118577,0.0006677792,0.9968139,0.000207916,0.001424745,0.0001840577],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955609,0.002998144,0.0002200958,0.0001182473,0.000408164,0.00006476412,0.000008832526,0.0000991144,0.0005217258],"genre_scores_gemma":[0.9989402,0.00001275744,0.0008472932,0.00003791137,0.0001093135,0.000002646407,0.000002440314,0.00003829916,0.000009172358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003379255,"threshold_uncertainty_score":0.5093241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04026861795150697,"score_gpt":0.2106516055932283,"score_spread":0.1703829876417214,"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."}}