{"id":"W3045746737","doi":"10.1042/bio20200042","title":"Harnessing the genetic potential of the plant microbiome","year":2020,"lang":"en","type":"article","venue":"The Biochemist","topic":"Plant-Microbe Interactions and Immunity","field":"Agricultural and Biological Sciences","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Microbiome; Biology; Rhizobacteria; Biotechnology; Plant growth; Agriculture; Rhizosphere; Ecology; Bacteria; Agronomy; 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":[0.00006137504,0.00006131276,0.00005783349,9.333596e-7,0.0003246481,0.00004115704,0.0005145827,0.00002614481,0.0001315575],"category_scores_gemma":[0.00001947193,0.00001272601,0.00007540347,0.0001288449,0.0001339413,0.00001449001,0.0001294179,0.0001081449,0.00001354025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005336805,"about_ca_system_score_gemma":0.000005751321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002039822,"about_ca_topic_score_gemma":0.00002050853,"domain_scores_codex":[0.9996118,0.0000456603,0.0001045943,0.00007994638,0.00006167098,0.00009632877],"domain_scores_gemma":[0.9997634,0.0000512326,0.00007420369,0.00007258185,0.00001999574,0.0000185817],"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":[0.00001159725,0.00001259598,0.00008631808,0.000002671092,0.000007509563,2.911169e-7,0.00007027666,0.00000203743,0.9951585,0.000002406466,0.003204233,0.001441561],"study_design_scores_gemma":[0.00004053147,0.00001866218,0.02710023,0.00001730396,0.00001657044,0.00003831011,0.0003709114,0.00007010798,0.9451293,0.00001600055,0.02712382,0.00005825737],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989471,0.0002080643,0.000001461985,0.00978407,0.00009048611,0.00006442668,0.0001189833,0.000009431558,0.0002520644],"genre_scores_gemma":[0.9990706,0.0000190543,0.000006120143,0.0005716963,0.0001538587,0.000001619592,0.00001753581,4.167735e-7,0.0001591236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05002921,"threshold_uncertainty_score":0.2496964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01924505087281845,"score_gpt":0.1915368601262717,"score_spread":0.1722918092534533,"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."}}