{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008426101,0.0001159834,0.0001693947,0.000005784542,0.0001493923,0.00002850668,0.0001506881,0.00007761989,0.00007340296],"category_scores_gemma":[0.00004222038,0.00002949393,0.00005360066,0.0006582586,0.00002739898,0.00006671179,0.00007810985,0.0001094463,0.00001933693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005789898,"about_ca_system_score_gemma":0.000001547652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002268191,"about_ca_topic_score_gemma":0.0009319974,"domain_scores_codex":[0.9992613,0.000059335,0.0001510464,0.0002136636,0.0001175036,0.000197214],"domain_scores_gemma":[0.9997404,0.00007102293,0.00004886643,0.00001370832,0.0000299175,0.00009609303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001589288,0.0002463683,0.2353934,0.00004698409,0.00005025298,0.00001074986,0.00829134,0.000003823429,0.5786257,0.00690708,0.04197682,0.1282885],"study_design_scores_gemma":[0.0001004436,0.0006843019,0.9420432,0.00001767977,0.00001244818,0.000003192635,0.0009692389,0.000003060714,0.0005095056,0.00018497,0.05535968,0.0001122451],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782687,0.0005861331,0.000003878581,0.01926403,0.00001868425,0.0004588728,0.00004789391,0.00004227431,0.001309497],"genre_scores_gemma":[0.9948303,0.0005318074,0.00006950473,0.003987918,0.0004828656,0.00003588552,0.0000226499,3.881793e-7,0.00003870955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7066498,"threshold_uncertainty_score":0.1202728,"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."}}