{"id":"W4313511941","doi":"10.1007/978-981-19-5029-2_3","title":"The Role of the Root Microbiome in the Utilization of Functional Traits for Increasing Plant Productivity","year":2023,"lang":"en","type":"book-chapter","venue":"Microorganisms for sustainability","topic":"Plant-Microbe Interactions and Immunity","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Global Institute for Water Security; University of Saskatchewan","funders":"","keywords":"Microbiome; Rhizosphere; Biology; Metagenomics; Ecosystem; Abiotic component; Ecology; Bacteria; Bioinformatics; Genetics","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":[0.001615766,0.000210851,0.0002781182,0.00002416153,0.0005901324,0.00004448659,0.0005407574,0.0001660389,0.00001850928],"category_scores_gemma":[0.0006250283,0.00006740339,0.0002855339,0.00016566,0.0002973622,0.0000654887,0.00013018,0.0002507759,6.921829e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001720829,"about_ca_system_score_gemma":0.0001213911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005055514,"about_ca_topic_score_gemma":0.004792533,"domain_scores_codex":[0.9986559,0.0001521819,0.0004789181,0.0003091679,0.0001457902,0.0002580947],"domain_scores_gemma":[0.9972583,0.001599521,0.0003940254,0.0001915889,0.0005396521,0.00001693299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006365893,0.0002445194,0.0008384928,0.0002250731,0.00007080239,2.966473e-7,0.0004460382,0.000009757923,0.9563905,0.01950289,0.0006704265,0.02096462],"study_design_scores_gemma":[0.0004755686,0.0005418474,0.1676213,0.0001979736,0.0001663299,0.00007100226,0.00569637,0.00004017314,0.1793572,0.2398319,0.4054756,0.0005248197],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896425,0.0002700503,0.0000298258,0.002109755,0.0003054183,0.003386015,0.003580551,0.00002582792,0.0006500505],"genre_scores_gemma":[0.99225,0.00001432443,0.00001353623,0.00001948747,0.0001082121,0.00007320633,0.0004251297,0.000005472666,0.007090629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7770333,"threshold_uncertainty_score":0.4538881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02286809610004648,"score_gpt":0.2224106452888595,"score_spread":0.199542549188813,"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."}}