{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003066688,0.001375751,0.001613795,0.004802238,0.0006741459,0.003532434,0.001950054,0.002211818,0.008231546],"category_scores_gemma":[0.004491741,0.0004726636,0.001157706,0.007746665,0.002143256,0.004168041,0.002532102,0.00525922,0.006350137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001960625,"about_ca_system_score_gemma":0.002911906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001360243,"about_ca_topic_score_gemma":0.001138545,"domain_scores_codex":[0.997834,0.0007259019,0.0002021517,0.0003100692,0.0008034112,0.0001244694],"domain_scores_gemma":[0.9958682,0.002745994,0.0002121562,0.0002119619,0.0007147883,0.0002469748],"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":[0.00003737267,0.00006199932,0.0002270884,0.01095032,0.0001433453,0.0002549243,0.0002543129,0.001063894,0.002065744,0.0464562,0.06482926,0.8736556],"study_design_scores_gemma":[0.000007587153,0.00002330031,0.0002816979,0.002466645,0.0000275762,0.0004552656,0.00006782234,0.0003181698,0.0005981305,0.02657083,0.9691563,0.0000267053],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002687173,0.9666474,0.01430921,0.005180124,0.001849755,0.0000593536,0.0001866726,0.0002822839,0.01121645],"genre_scores_gemma":[0.002411364,0.9797981,0.01081775,0.002312068,0.00159577,0.00005650241,0.0002914082,0.00005859608,0.002658404],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008231546,"threshold_uncertainty_score":0.02753729,"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."}}