{"id":"W2154728976","doi":"10.3390/su2061472","title":"A Methodology for Assessing the Sustainability of Hydrogen Production from Solid Fuels","year":2010,"lang":"en","type":"article","venue":"Sustainability","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Sustainability; Biomass (ecology); Production (economics); Flexibility (engineering); Process (computing); Scale (ratio); Coal; Environmental economics; Hydrogen production; Environmental science; Dimension (graph theory); Process engineering; Environmental resource management; Waste management; Computer science; Engineering; Hydrogen; Ecology; Mathematics; Economics; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005437942,0.0003152432,0.0004769469,0.00004063899,0.0004926595,0.0000447622,0.0006220804,0.0002528352,0.0007191488],"category_scores_gemma":[0.01645854,0.0002331493,0.000301396,0.0003796256,0.002564238,0.0006306794,0.0005228195,0.0005243167,0.00000547362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001850141,"about_ca_system_score_gemma":0.0003167775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002927815,"about_ca_topic_score_gemma":0.0005656145,"domain_scores_codex":[0.9964175,0.0008251769,0.0006833044,0.0009023399,0.0004028965,0.000768742],"domain_scores_gemma":[0.99647,0.00112147,0.0003195211,0.001616513,0.0002963844,0.0001761275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002128591,0.0007642682,0.9224274,0.0002615244,0.00004340707,0.000003056692,0.00375124,0.001151474,0.0420837,0.0009481401,0.000281114,0.02807189],"study_design_scores_gemma":[0.0003173121,0.0001123548,0.5578301,0.000001983283,0.00006680146,0.000004611922,0.007376006,0.0003248067,0.04596173,0.3843366,0.003407071,0.0002606412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861791,0.00002149872,0.004327585,0.005965133,0.0003177435,0.002772581,0.00002532914,0.00006469482,0.0003263848],"genre_scores_gemma":[0.995313,0.000001843745,0.003704527,0.0001218317,0.0001335214,0.0002913607,0.0000184075,0.00002835691,0.0003871236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3833884,"threshold_uncertainty_score":0.9918262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02336720341034382,"score_gpt":0.3469279153397956,"score_spread":0.3235607119294518,"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."}}