{"id":"W4409731239","doi":"10.1139/gen-2024-0099","title":"From pathway to products: Canadian achievements in plant specialized metabolism","year":2025,"lang":"en","type":"article","venue":"Genome","topic":"Plant biochemistry and biosynthesis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Biology; Plant metabolism; Genetics; Computational biology; Evolutionary biology; Biotechnology; Gene; RNA","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003425843,0.0008061657,0.000579229,0.002580126,0.003613008,0.005657531,0.0008945896,0.001135114,0.01104638],"category_scores_gemma":[0.002331294,0.000355711,0.0004969003,0.007357515,0.002930143,0.002764797,0.002223459,0.002772464,0.002243522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04510437,"about_ca_system_score_gemma":0.09234457,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.839188,"about_ca_topic_score_gemma":0.9133125,"domain_scores_codex":[0.9985519,0.00009711876,0.00006428458,0.0002249299,0.0008261246,0.0002356474],"domain_scores_gemma":[0.9968527,0.0002215946,0.0001345929,0.0001388345,0.001950896,0.0007013282],"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":[0.000555712,0.00006973234,0.004015026,0.00394143,0.00006748713,0.001269872,0.002979008,0.00139005,0.03911282,0.1739719,0.158919,0.613708],"study_design_scores_gemma":[0.000008965326,0.00002673802,0.002074072,0.000247578,0.00002162929,0.0001983333,0.0003174596,0.00007666706,0.003555393,0.0032578,0.99019,0.00002547946],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02405851,0.5968097,0.01796033,0.1013656,0.005500147,0.0001332176,0.003828637,0.000704555,0.2496394],"genre_scores_gemma":[0.1325605,0.7474629,0.02886024,0.008579336,0.0006883163,0.00004130788,0.002472907,0.000402165,0.07893229],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.160812,"threshold_uncertainty_score":0.3272566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007455422430118426,"score_gpt":0.2066637975769193,"score_spread":0.1992083751468009,"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."}}