{"id":"W2580978384","doi":"10.21775/cimb.027.089","title":"Applications of Bioinformatics to Plant Biotechnology","year":2017,"lang":"en","type":"review","venue":"Current Issues in Molecular Biology","topic":"Plant tissue culture and regeneration","field":"Biochemistry, Genetics and Molecular Biology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Biotechnology; Abiotic stress; Biology; Abiotic component; Plant growth; Genome; Computational biology; Ecology; Genetics; Botany; 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":[0.0001775812,0.0003737547,0.001061949,0.0003452944,0.00005867374,0.00001566193,0.0009015027,0.0008977086,0.000004707665],"category_scores_gemma":[0.0001344694,0.0003036511,0.0002417205,0.0001709916,0.0001885098,0.00000258369,0.0003652193,0.0002570596,0.00004720642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002717732,"about_ca_system_score_gemma":0.0002177796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002937833,"about_ca_topic_score_gemma":0.0001079099,"domain_scores_codex":[0.9983249,0.0001074161,0.0006953785,0.0004932665,0.00007410396,0.0003049271],"domain_scores_gemma":[0.9983442,0.00001159372,0.0004643387,0.001047344,0.00005981693,0.00007266994],"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":[0.000004861844,0.00006859915,0.000005385014,0.002114106,0.00008465999,0.00000334044,0.00002191312,0.00000251331,0.003915276,0.001779413,0.00155939,0.9904405],"study_design_scores_gemma":[0.000102592,0.0001327388,2.287052e-7,0.00112899,0.00009520235,0.00003849168,0.000004800891,0.000002734445,0.005815999,0.00005360103,0.9923074,0.0003171672],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001342859,0.9796728,0.01823036,0.00006920298,0.0003464936,0.001035296,0.0004594209,0.00001418578,0.0001588402],"genre_scores_gemma":[0.0000208064,0.9915985,0.002427691,0.00001841645,0.0002050528,0.0003365644,0.005216973,0.00002891022,0.0001470806],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.990748,"threshold_uncertainty_score":0.9999416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04131012756289455,"score_gpt":0.3898209865611339,"score_spread":0.3485108589982394,"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."}}