{"id":"W3092859737","doi":"10.31073/agrovisnyk202009-05","title":"A new attitude to barley culture and selection in the conditions of climate change","year":2020,"lang":"en","type":"article","venue":"Visnyk agrarnoi nauky","topic":"Agriculture and Biological Studies","field":"Agricultural and Biological Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Selection (genetic algorithm); Abiotic component; Yield (engineering); Agronomy; Crop; Hordeum vulgare; Agriculture; Resistance (ecology); New Variety; Biology; Cultivar; Poaceae; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002854963,0.0002841756,0.0006023354,0.0006917379,0.00091125,0.001739696,0.0008860058,0.0003999854,0.001686597],"category_scores_gemma":[0.001247866,0.0001909954,0.0003861317,0.0006676214,0.001868072,0.001006876,0.001320153,0.001935567,0.0007580933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001313363,"about_ca_system_score_gemma":0.001465742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002422706,"about_ca_topic_score_gemma":0.003097818,"domain_scores_codex":[0.998321,0.0006127985,0.0001515152,0.000427768,0.0003893762,0.00009749297],"domain_scores_gemma":[0.9980054,0.0003064042,0.0001525351,0.0007056607,0.0005302122,0.0002997351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006721633,0.000382388,0.06623568,0.0009914117,0.0001869178,0.0008624104,0.01210806,0.003215991,0.259684,0.02623186,0.009720492,0.6197087],"study_design_scores_gemma":[0.00008492675,0.001985781,0.1842811,0.0008498212,0.000230046,0.002577195,0.01112704,0.004201804,0.05409226,0.04020643,0.7001392,0.000224328],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6235824,0.03753008,0.2468904,0.04290198,0.004080269,0.0002938812,0.0009558021,0.001244417,0.04252084],"genre_scores_gemma":[0.69131,0.02239885,0.240457,0.007748819,0.002455058,0.0003879984,0.001251347,0.0003387915,0.03365207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002854963,"threshold_uncertainty_score":0.01509863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03595788343673002,"score_gpt":0.2450333917233361,"score_spread":0.2090755082866061,"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."}}