{"id":"W4415093681","doi":"10.1094/pbiomes-05-25-0033-r","title":"Root Microbial Functions and Robust Network Drive High-Yielding Canola Genotype","year":2025,"lang":"en","type":"article","venue":"Phytobiomes Journal","topic":"Microbial Metabolites in Food Biotechnology","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; University of Saskatchewan","funders":"University of Saskatchewan","keywords":"Metagenomics; Medicago truncatula; Abiotic component; Canola; Metaproteomics; Microbiome; Genotype; Microbial population biology; Bacteria","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.0003318602,0.0002653661,0.0003944375,0.0004707205,0.0007955224,0.000217524,0.0003298354,0.000324771,0.0001221686],"category_scores_gemma":[0.0001375147,0.000255788,0.0001186511,0.0008670809,0.0002415695,0.0001698216,0.0002119331,0.0009340878,0.00003185726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001946868,"about_ca_system_score_gemma":0.0000748472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006432102,"about_ca_topic_score_gemma":0.0002195262,"domain_scores_codex":[0.9982578,0.0001273758,0.0004644287,0.0003681985,0.0001152922,0.0006668736],"domain_scores_gemma":[0.9991314,0.00008626923,0.0002189462,0.0003017195,0.0001482889,0.0001134153],"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":[0.0007127005,0.0001672059,0.01449599,0.00010173,0.0005157373,0.00004990902,0.0003023496,0.002136403,0.7229432,0.002256064,0.1425333,0.1137854],"study_design_scores_gemma":[0.006944458,0.0010818,0.04839886,0.001522259,0.001406063,0.003464243,0.000643769,0.0004162901,0.2551488,0.02387257,0.655111,0.001989969],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.954976,0.01049432,0.006634919,0.007617125,0.01861893,0.0003042848,0.00003103899,0.000212847,0.001110567],"genre_scores_gemma":[0.9900427,0.0001307888,0.006785398,0.0006828883,0.001790651,0.000004545544,0.000007252909,0.00003453018,0.0005211798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5125777,"threshold_uncertainty_score":0.9999894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009442940398347109,"score_gpt":0.2384169621120753,"score_spread":0.2289740217137282,"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."}}