{"id":"W4280566362","doi":"10.1139/cjps-2021-0287","title":"Canopy management: the balance between lodging risk and nitrogen use for spring wheat production in the Canadian Prairies","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Plant Science","topic":"Crop Yield and Soil Fertility","field":"Agricultural and Biological Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Canopy; Agronomy; Cultivar; Growing season; Dry matter; Environmental science; Yield (engineering); Anthesis; Grain yield; Nitrogen; Biology; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002018137,0.00005631099,0.00007729913,0.00005943645,0.002239612,0.0002500104,0.0004824188,0.00001238687,0.000008192979],"category_scores_gemma":[0.0001694583,0.00002016493,0.00002572552,0.0004313739,0.0002230932,0.0002167742,0.00002261048,0.0001951575,1.885708e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001764752,"about_ca_system_score_gemma":0.000254986,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.511353,"about_ca_topic_score_gemma":0.9807588,"domain_scores_codex":[0.9991271,0.00007598373,0.0001415848,0.0001391022,0.0002050159,0.0003112124],"domain_scores_gemma":[0.9994828,0.0001412949,0.00008064903,0.00005169625,0.00004371159,0.0001999215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000694516,0.000002123041,0.9888501,0.000002464983,0.000003434701,0.00002030258,0.000795565,0.00006021012,0.0002246652,0.0002442684,0.0003486225,0.009441304],"study_design_scores_gemma":[0.00003916827,0.00004396317,0.9452093,0.00001019739,0.000009086056,0.00005518242,0.001696472,0.00005513368,0.00005207103,0.0005145482,0.05225956,0.0000553084],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925821,0.000125686,0.000001010421,0.006641424,0.0001771102,0.0001973944,0.0002077768,0.000001482512,0.00006604069],"genre_scores_gemma":[0.9996142,0.00001100465,0.00002372352,0.00021635,0.0001035751,0.000006444315,0.000002968426,3.72536e-7,0.00002131278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4694058,"threshold_uncertainty_score":0.9990593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02798741664541973,"score_gpt":0.2044099122547195,"score_spread":0.1764224956092998,"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."}}