{"id":"W2483561765","doi":"10.2166/wst.2016.336","title":"Towards a standardization of biomethane potential tests","year":2016,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":988,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Renewable energy; Standardization; Blank; Biogas; Test (biology); Biochemical engineering; Computer science; Engineering; Process engineering; Statistics; Operations research; Environmental science; Mathematics; Waste management; Mechanical engineering; Biology","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002063165,0.00005643055,0.00007359635,0.0006926269,0.00003802199,0.000008461535,0.0002007143,0.00006636654,0.00004062304],"category_scores_gemma":[0.00003613225,0.00003110559,0.00001403854,0.0008484227,0.0005640902,0.00018313,0.00005319604,0.00002966935,0.00003027179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005376044,"about_ca_system_score_gemma":0.00002140548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002205789,"about_ca_topic_score_gemma":0.000001021401,"domain_scores_codex":[0.9993897,0.000003164678,0.0001131553,0.0001490988,0.0001497176,0.0001951659],"domain_scores_gemma":[0.9996775,0.00000103622,0.00001448878,0.0001781993,0.0001044967,0.00002427543],"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":[0.00000171781,0.000005612948,0.0001001447,0.000001811258,0.000001673172,7.635069e-7,0.0000256831,0.0001690881,0.960178,0.004214593,0.00003143866,0.0352695],"study_design_scores_gemma":[0.0001130491,0.00005351276,0.0002902226,0.000009184461,0.000002585315,0.0000140001,0.00001573342,0.00006616829,0.9912743,0.00183746,0.006267825,0.00005599065],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.684821,0.00003569432,0.3106757,0.002627783,0.0006078565,0.00008158829,0.000004863458,0.0005582167,0.0005873214],"genre_scores_gemma":[0.9980778,0.00002877933,0.001768664,0.000004206502,0.00001848591,0.000003461922,7.580203e-7,0.000004652666,0.00009326574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3132567,"threshold_uncertainty_score":0.2078414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00534817617648202,"score_gpt":0.2133450046926803,"score_spread":0.2079968285161983,"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."}}