{"id":"W6957937634","doi":"10.60692/pm35z-tw627","title":"Rice straw anaerobic digestion enhancement through bioaugmentation: effect on the microbial community","year":2023,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kwantlen Polytechnic University","funders":"","keywords":"Microbial consortium; Microbial population biology; Anaerobic digestion; Bioconversion; Straw; Metagenomics; Bioenergy; Biogas; Anaerobic exercise","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002725171,0.0004222033,0.0003098223,0.0001811633,0.0001461017,0.000459182,0.0001432328,0.0001908656,0.0005757193],"category_scores_gemma":[0.0002119569,0.000124303,0.0002495645,0.0002258537,0.0001575423,0.0001704814,0.0003147808,0.0002645643,0.0001248432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000222512,"about_ca_system_score_gemma":0.000424912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001710576,"about_ca_topic_score_gemma":0.002204348,"domain_scores_codex":[0.9998455,0.00004157114,0.00001204293,0.00002785562,0.00003099468,0.00004195909],"domain_scores_gemma":[0.9998918,0.0000167889,0.00002593327,0.000007589611,0.00001920804,0.0000386241],"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":[0.0001388667,0.00003752088,0.0004387487,0.00002634979,0.000004272734,0.0000128678,0.00001549026,0.00006418855,0.9977899,0.000007396915,0.000006811063,0.001457691],"study_design_scores_gemma":[0.00001457789,0.0006775507,0.01292053,0.00001088085,0.00003743999,0.00005647935,0.00006044662,0.0008718967,0.9847358,0.00001217824,0.0005954567,0.000006776634],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998626,0.0004486481,0.0005314537,0.00002815832,0.000005857629,0.000009774608,0.00006657829,0.00001535852,0.0002682268],"genre_scores_gemma":[0.9978941,0.000293961,0.001161563,0.00001584847,0.000002528067,0.000009738722,0.0001204453,0.000004291329,0.0004976095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001710576,"threshold_uncertainty_score":0.003401279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0324185889174101,"score_gpt":0.2181019871727487,"score_spread":0.1856833982553386,"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."}}