{"id":"W4401497065","doi":"10.5376/tgmb.2024.14.0005","title":"CRISPR/Cas9 in Poplar Lignin Biosynthesis: Advances and Future Prospects","year":2024,"lang":"en","type":"article","venue":"Tree Genetics and Molecular Breeding","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"State Key Laboratory of Tree Genetics and Breeding, Chinese Academy of Forestry","keywords":"CRISPR; Lignin; Biosynthesis; Computational biology; Biology; Biotechnology; Botany; Biochemistry; Gene","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007141769,0.0001171941,0.00009190826,0.0001161491,0.00002862208,0.00007171704,0.00003798314,0.0000780624,0.00000456037],"category_scores_gemma":[0.000002530091,0.0001083848,0.00002020985,0.0001390333,0.00002592562,0.00005588472,0.00002829313,0.0001054537,0.000003032183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001279524,"about_ca_system_score_gemma":0.000004720285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002103435,"about_ca_topic_score_gemma":0.000005841733,"domain_scores_codex":[0.9994588,0.000006546717,0.00009691039,0.000214281,0.00007587436,0.0001475894],"domain_scores_gemma":[0.9998534,0.000005249872,0.00000667391,0.00007193099,0.000008368344,0.00005441636],"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":[0.000007281973,0.00001314665,0.0009561682,0.00129641,0.00004295876,0.0001170669,0.0005257191,0.00009145892,0.6859134,0.0007897813,0.0007717976,0.3094748],"study_design_scores_gemma":[0.0003495112,0.000118849,0.00121937,0.0002044726,0.00004825701,0.00008581603,0.0006666272,0.0156456,0.6489095,0.0006284164,0.3316769,0.0004466541],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7487184,0.2473648,0.0003489666,0.001183747,0.0007083868,0.0001719359,0.000004542129,0.0001706938,0.001328567],"genre_scores_gemma":[0.9789731,0.019662,0.001036271,0.00004313908,0.0002289289,0.000004686007,0.000001811315,0.00002181993,0.00002826187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3309051,"threshold_uncertainty_score":0.4419802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005352690432229834,"score_gpt":0.2023844190067396,"score_spread":0.1970317285745098,"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."}}