{"id":"W3099698955","doi":"10.3389/fgene.2020.589881","title":"The Toolbox for Fiber Flax Breeding: A Pipeline From Gene Expression to Fiber Quality","year":2020,"lang":"en","type":"article","venue":"Frontiers in Genetics","topic":"Plant Molecular Biology Research","field":"Agricultural and Biological Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Genetics; Russian Science Foundation","keywords":"Biology; Fiber; Biotechnology; Transcriptome; Gene; Cultivar; Computational biology; Gene expression; Genetics; Agronomy; Materials science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0003137478,0.0001203526,0.0001754493,0.000007546387,0.0001594358,0.00005322713,0.000496529,0.0001464999,0.00007941425],"category_scores_gemma":[0.0003396421,0.00004514517,0.00007149801,0.0001957021,0.00005742143,0.00001770186,0.0001624445,0.0001442216,0.00004301994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002175601,"about_ca_system_score_gemma":0.00001339088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003417767,"about_ca_topic_score_gemma":0.00006665726,"domain_scores_codex":[0.9987093,0.0001463276,0.0002419391,0.000359868,0.0001903259,0.0003522205],"domain_scores_gemma":[0.9993767,0.000269711,0.00004835757,0.0000847686,0.0000579378,0.000162505],"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":[0.000302644,0.00002242199,0.0139805,0.000003268112,0.00001263611,0.000003313686,0.0001338847,0.00007032093,0.6996524,0.000002255888,0.2016613,0.08415504],"study_design_scores_gemma":[0.0003956958,0.0003978848,0.02962914,0.00001481457,0.000009730397,8.969803e-7,0.0003477337,0.002237466,0.1516144,0.0004508549,0.8145993,0.0003020826],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863366,0.00121976,0.001463903,0.009431542,0.0002423205,0.0005963942,0.0004265912,0.0000285466,0.0002543707],"genre_scores_gemma":[0.7508503,0.0007352756,0.2268818,0.007448168,0.003387065,0.0004070311,0.001496213,0.00001514643,0.008779041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6129379,"threshold_uncertainty_score":0.1840966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04854964590452017,"score_gpt":0.2796392055896567,"score_spread":0.2310895596851366,"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."}}