{"id":"W4396666464","doi":"10.3390/microorganisms12050938","title":"Straw from Different Crop Species Recruits Different Communities of Lignocellulose-Degrading Microorganisms in Black Soil","year":2024,"lang":"en","type":"article","venue":"Microorganisms","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Straw; Agronomy; Microbial population biology; Microorganism; Biology; Hemicellulose; Crop; Oryza sativa; Bacteria; Botany; Lignin; Biochemistry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001017778,0.0004029069,0.0004517926,0.0002107012,0.00007206184,0.0001560051,0.0003683797,0.0002289146,0.001221475],"category_scores_gemma":[0.000004782315,0.0003507601,0.0001329185,0.0002606681,0.0002088789,0.0001374143,0.000137365,0.0005289177,0.0001772027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000233854,"about_ca_system_score_gemma":0.00001680265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002794761,"about_ca_topic_score_gemma":0.0003463718,"domain_scores_codex":[0.9985125,0.00007061532,0.0005161299,0.0003097434,0.0002081063,0.0003828717],"domain_scores_gemma":[0.9993346,0.00008066909,0.00004533533,0.0004172888,0.00003166411,0.00009047207],"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":[0.00001095294,0.00008595126,0.001549614,0.0005094396,0.00008100783,0.00001316547,0.004626454,0.00004881608,0.9904298,0.00009126701,0.00151633,0.001037207],"study_design_scores_gemma":[0.0003701729,0.00005856886,0.006235494,0.0003550965,0.00004031501,0.000007138037,0.003066592,0.0008085808,0.9846997,0.0004055664,0.003563374,0.0003893543],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939362,0.002496528,0.0004502399,0.0002799708,0.001460454,0.0002436548,0.0001351802,0.0004641421,0.0005336612],"genre_scores_gemma":[0.9974399,0.001130713,0.0001812539,0.00004130361,0.0002262453,0.000005095919,0.000124484,0.000100952,0.0007500106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005730047,"threshold_uncertainty_score":0.9998944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02060335937129994,"score_gpt":0.2026823384030277,"score_spread":0.1820789790317278,"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."}}