{"id":"W4213412519","doi":"10.1016/j.envexpbot.2022.104824","title":"Latest biotechnology tools and targets for improving abiotic stress tolerance in protein legumes","year":2022,"lang":"en","type":"article","venue":"Environmental and Experimental Botany","topic":"Agricultural pest management studies","field":"Agricultural and Biological Sciences","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saskatchewan Research Council (Canada)","funders":"","keywords":"Abiotic stress; Abiotic component; Biology; Biotechnology; Context (archaeology); Drought tolerance; Agriculture; Agronomy; Ecology; Genetics; 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":[],"consensus_categories":[],"category_scores_codex":[0.00006324123,0.000158682,0.000155188,0.00001016786,0.0004568839,0.00003684574,0.0001105353,0.00003836502,0.0001550589],"category_scores_gemma":[0.000003455972,0.00007578141,0.0000295539,0.00005806344,0.0001262651,0.0001545951,0.0005209902,0.00009374703,0.000003111069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007834312,"about_ca_system_score_gemma":5.52341e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000764932,"about_ca_topic_score_gemma":0.00003983317,"domain_scores_codex":[0.9990899,0.00002553491,0.0001514354,0.0003692218,0.0001094456,0.0002544395],"domain_scores_gemma":[0.999841,0.00003103908,0.00005494074,0.00003281249,8.400942e-7,0.00003933542],"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":[0.00003769701,0.0001571463,0.00641964,0.000005911476,0.000006119352,0.000005366505,0.0002048432,0.000003152111,0.9841015,0.00007546328,0.00003925947,0.008943942],"study_design_scores_gemma":[0.001317019,0.002000819,0.361568,0.00002217397,0.0000157393,0.00002600311,0.02497559,0.000426645,0.5948476,0.0001905755,0.01380339,0.0008064305],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934992,0.004049079,3.22039e-7,0.001434319,0.00004326786,0.0007392751,0.0001560919,0.0000337926,0.00004470993],"genre_scores_gemma":[0.9990232,0.0000492851,0.00009441019,0.0001190388,0.00003439613,0.0003436337,0.00004323581,0.000001587992,0.0002911886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3892538,"threshold_uncertainty_score":0.3514028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007843271302954914,"score_gpt":0.183025323128012,"score_spread":0.1751820518250571,"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."}}