{"id":"W4407040924","doi":"10.1007/s12155-024-10812-w","title":"Biomass Gasification as a Viable Alternative for Small-scaled Combined Heat and Power Technologies in Remote Communities in Canada","year":2025,"lang":"en","type":"article","venue":"BioEnergy Research","topic":"Thermochemical Biomass Conversion Processes","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"FPInnovations; University of British Columbia","funders":"SNS Nordic Forest Research; Mitacs; FPInnovations","keywords":"Biomass (ecology); Environmental science; Revenue; Bioenergy; Environmental economics; Fossil fuel; Renewable energy; Raw material; Electricity generation; Business; Waste management; Natural resource economics; Biofuel; Economics; Engineering; Power (physics); Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003082577,0.0001062447,0.00016251,0.0004971926,0.00005790295,0.00003226234,0.0003441309,0.00009763463,0.00001097849],"category_scores_gemma":[0.0001958954,0.000105965,0.00001239161,0.0007854842,0.0001383297,0.00005024069,0.0001610821,0.0002039311,0.000001068576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000555386,"about_ca_system_score_gemma":0.0002525804,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6477433,"about_ca_topic_score_gemma":0.6592999,"domain_scores_codex":[0.9990956,0.00005976156,0.0001876806,0.0001601111,0.0001453618,0.0003514475],"domain_scores_gemma":[0.9991065,0.0004927301,0.000009662378,0.0002410243,0.0001188002,0.00003127594],"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":[0.0005475784,0.00009029613,0.01016803,0.0008473489,0.0001012318,0.0000301439,0.0005107223,0.0003910204,0.9587379,0.00879054,0.001564566,0.01822061],"study_design_scores_gemma":[0.0009430133,0.00005619821,0.0005424132,0.0001993053,0.000001698201,0.000001055608,0.004943855,0.01584151,0.9692347,0.005477228,0.002612064,0.0001469242],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961931,0.0009356886,0.0001128892,0.001298773,0.00006212044,0.0002613508,0.00001194428,0.00009209262,0.001032115],"genre_scores_gemma":[0.9991678,0.000263333,0.0002637805,0.00001743497,0.000002332577,0.00008091782,0.00001828471,0.00001261252,0.0001734832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01807368,"threshold_uncertainty_score":0.4321126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03064995467694639,"score_gpt":0.2833788106485106,"score_spread":0.2527288559715642,"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."}}