{"id":"W2899669674","doi":"10.51847/df8abmc","title":"10.51847/df8abMc","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mesophile; Biogas; Anaerobic exercise; Artificial neural network; Pulp and paper industry; Biological system; Chemistry; Biochemical engineering; Environmental science; Waste management; Engineering; Computer science; Bacteria; Biology; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005225542,0.001063746,0.0005237071,0.002414015,0.001034938,0.00201992,0.00113682,0.002644779,0.9456716],"category_scores_gemma":[0.001147673,0.0003459844,0.0005269184,0.001897394,0.0005399318,0.00147173,0.001656111,0.001040593,0.9434327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001015569,"about_ca_system_score_gemma":0.0005821752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003755046,"about_ca_topic_score_gemma":0.003540695,"domain_scores_codex":[0.9996039,0.0000286287,0.00002824218,0.0001174887,0.0001440932,0.00007764835],"domain_scores_gemma":[0.9989471,0.0001791163,0.00004641212,0.0001990781,0.0004126171,0.0002156269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000222277,0.0002073664,0.0009384002,0.0002083898,0.00001790609,0.0002129417,0.00006288209,0.0004974169,0.00743781,0.006855009,0.2093466,0.7739929],"study_design_scores_gemma":[0.00003330478,0.00004070986,0.0008372197,0.00008583645,0.000009659069,0.0002783041,0.00003737881,0.0006144851,0.001493062,0.0009972295,0.9955601,0.00001280158],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002407011,0.0007892319,0.00537119,0.001096445,0.000999817,0.0001257988,0.001978554,0.002441745,0.9847903],"genre_scores_gemma":[0.005777026,0.0002500279,0.002602381,0.0003741137,0.0001054416,0.00005796655,0.001756788,0.0003093152,0.9887668],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05432844,"threshold_uncertainty_score":0.07749283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004169414818058098,"score_gpt":0.1521057977051325,"score_spread":0.1479363828870744,"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."}}