{"id":"W4410309134","doi":"10.3390/plants14101433","title":"Timing Is Everything: The Metabolic Partitioning of Suberin-Destined Carbon","year":2025,"lang":"en","type":"article","venue":"Plants","topic":"Plant Surface Properties and Treatments","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Suberin; Monomer; Chemistry; Biopolymer; Cell wall; Carbon fibers; Biosynthesis; Biochemistry; Metabolism; Organic chemistry; Polymer; Enzyme","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":[],"consensus_categories":[],"category_scores_codex":[0.00007876939,0.00006653773,0.0001079704,0.000005341802,0.0001274133,0.00001863289,0.0001093071,0.00002708213,0.00005262433],"category_scores_gemma":[0.00001950181,0.00001908158,0.00003271403,0.0001058329,0.00002075649,0.00003036501,0.000041483,0.00004251748,0.000007248767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004750899,"about_ca_system_score_gemma":0.000004926103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00126722,"about_ca_topic_score_gemma":0.0001781331,"domain_scores_codex":[0.9995378,0.00002651593,0.0001104924,0.000106402,0.00008635405,0.0001324554],"domain_scores_gemma":[0.9997708,0.000116195,0.0000439583,0.00003519483,0.0000154593,0.00001840263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001424243,0.000180559,0.6509229,0.000023798,0.000262158,0.00001402422,0.0007872751,0.00006157097,0.2798193,0.0004524082,0.00120151,0.0661321],"study_design_scores_gemma":[0.0002635271,0.00006072021,0.8483395,0.0001607292,0.000075411,0.00001015585,0.0003715751,0.001250455,0.1264541,0.000619542,0.02222605,0.000168193],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946426,0.0009740043,2.947295e-7,0.0007947495,0.00008170304,0.00007466442,0.00004449386,0.00002077509,0.003366768],"genre_scores_gemma":[0.998965,0.0001623007,0.00001991661,0.0001757234,0.00001614187,0.000006264382,0.00001760326,2.763451e-7,0.0006367266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1974166,"threshold_uncertainty_score":0.1915666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02967239748753313,"score_gpt":0.219986965037343,"score_spread":0.1903145675498099,"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."}}