{"id":"W2976965940","doi":"10.21083/surg.v5i1.1199","title":"Sleeman Biogas Boiler System Design","year":2011,"lang":"en","type":"article","venue":"SURG Journal","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Biogas; Payback period; Boiler (water heating); Brewing; Waste management; Environmental science; Revenue; Piping; Process engineering; Computer science; Engineering; Environmental engineering; Business; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0004051331,0.0005198236,0.0005501497,0.0004621816,0.0006703901,0.0008703986,0.001018247,0.0006880856,0.007468592],"category_scores_gemma":[0.0003033373,0.0003474673,0.0004025706,0.0003530897,0.0002382317,0.0004009167,0.0003591373,0.0005518505,0.00148507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001243688,"about_ca_system_score_gemma":0.002214111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01479857,"about_ca_topic_score_gemma":0.02608808,"domain_scores_codex":[0.9997044,0.00004903919,0.00001765768,0.00004614017,0.000144041,0.00003870823],"domain_scores_gemma":[0.9998641,0.00001898915,0.00001349421,0.000009631342,0.00008174017,0.00001198112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001394819,0.000328531,0.005596337,0.001820645,0.00008486838,0.0005334212,0.0003374553,0.6996901,0.1323481,0.01077274,0.005260061,0.1418329],"study_design_scores_gemma":[0.0004669673,0.001472434,0.008471029,0.000115449,0.0001377318,0.0003308424,0.0002818345,0.8497331,0.07974868,0.002190885,0.05694687,0.0001041385],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.424938,0.001153763,0.4586971,0.0006610783,0.0001703444,0.003740389,0.002333205,0.002140769,0.1061654],"genre_scores_gemma":[0.8883493,0.0006191025,0.07352627,0.00006582462,0.00001510816,0.002019435,0.0008904081,0.0001165972,0.0343978],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01479857,"threshold_uncertainty_score":0.02942491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0384717953657259,"score_gpt":0.1803441050395564,"score_spread":0.1418723096738305,"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."}}