{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003435005,0.00008480201,0.00008772122,0.00009691558,0.0000793257,0.00003209897,0.00007719415,0.0000483857,0.0003104247],"category_scores_gemma":[0.000005656379,0.00007053623,0.00005254972,0.00009391634,0.00001635414,0.000149773,0.000006192461,0.0001534677,0.0002389873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006597312,"about_ca_system_score_gemma":0.00001304235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004762932,"about_ca_topic_score_gemma":6.764172e-7,"domain_scores_codex":[0.9994576,0.0000349362,0.0001663422,0.00006893494,0.0001047342,0.0001674703],"domain_scores_gemma":[0.9997286,0.00000572328,0.00003294456,0.00009111,0.00004399207,0.0000976009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000316367,0.0003546055,0.01324625,0.0001619121,0.001095751,0.001241046,0.005264773,0.01738461,0.02208465,0.2312805,0.5919569,0.1156126],"study_design_scores_gemma":[0.002497059,0.0005545497,0.02098892,0.0006140113,0.000239394,0.008275129,0.002915718,0.004795637,0.1298689,0.001980612,0.8254507,0.001819362],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1752758,0.003190638,0.5854492,0.0003395727,0.02204726,0.0005074607,0.000007493266,0.00278813,0.2103945],"genre_scores_gemma":[0.9953853,0.0001168871,0.003771361,0.00001517124,0.0004862703,0.000001744452,8.035633e-7,0.00001800342,0.0002044751],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8201094,"threshold_uncertainty_score":0.3398933,"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."}}