{"id":"W4411669863","doi":"10.3389/fpls.2025.1571825","title":"Phenylpropanoids metabolism: recent insight into stress tolerance and plant development cues","year":2025,"lang":"en","type":"review","venue":"Frontiers in Plant Science","topic":"Plant Gene Expression Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":135,"is_retracted":false,"has_abstract":true,"ca_institutions":"Biotechnology Research Institute","funders":"Chinese Academy of Agricultural Sciences","keywords":"Phenylpropanoid; Abiotic component; Abiotic stress; Biotic stress; Biology; Lignin; Secondary metabolism; Plant metabolism; Drought tolerance; Computational biology; Biotechnology; Botany; Biosynthesis; Biochemistry; Ecology; Gene","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"],"consensus_categories":[],"category_scores_codex":[0.0005440284,0.0004598467,0.001127207,0.0006669484,0.0002303897,0.0001009042,0.001005576,0.0002781028,0.000004674711],"category_scores_gemma":[0.0002157969,0.0003620324,0.0001003144,0.0009161452,0.0003199147,0.0000158424,0.0006256312,0.0002621809,0.000003147133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000102003,"about_ca_system_score_gemma":0.001342439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002041317,"about_ca_topic_score_gemma":0.00009513265,"domain_scores_codex":[0.9971495,0.0001383931,0.0006204704,0.001153942,0.0004522011,0.0004854495],"domain_scores_gemma":[0.9989452,0.00002923694,0.0002635949,0.0005161355,0.00006623154,0.0001795886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005166634,0.000102336,0.0002419865,0.003740728,0.0001688146,0.0000565278,0.000319705,0.00002518031,0.001777227,0.00004351832,0.05245496,0.9410173],"study_design_scores_gemma":[0.0001447564,0.00001195332,0.00001620651,0.003785551,0.0001013758,0.00002144119,0.00003651846,0.00005659008,0.005059225,0.00001553539,0.9903016,0.0004492133],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002420641,0.9958404,0.001457469,0.00001369572,0.001103475,0.00038008,0.0004055817,0.00001397994,0.0005433097],"genre_scores_gemma":[0.00003961283,0.9866378,0.01140524,0.00008285332,0.00006169505,0.000091482,0.0009728582,0.00001519163,0.0006932055],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9405681,"threshold_uncertainty_score":0.9998832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0123063522109937,"score_gpt":0.2686808475204105,"score_spread":0.2563744953094168,"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."}}