{"id":"W4387263482","doi":"10.3390/agronomy13102540","title":"STICS Soil–Crop Model Performance for Predicting Biomass and Nitrogen Status of Spring Barley Cropped for 31 Years in a Gleysolic Soil from Northeastern Quebec (Canada)","year":2023,"lang":"en","type":"article","venue":"Agronomy","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Agriculture and Agri-Food Canada","funders":"Agriculture and Agri-Food Canada","keywords":"Hordeum vulgare; Environmental science; Agronomy; Biomass (ecology); Cropping; Crop; Tillage; Soil water; Cover crop; Soil science; Agroforestry; Poaceae; Geography; Agriculture; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0004606986,0.0007503075,0.000378876,0.0003861667,0.0005857864,0.000550102,0.0006831501,0.0004370071,0.001312313],"category_scores_gemma":[0.0004600065,0.0002207715,0.0004481321,0.0003779408,0.0002132502,0.0002362919,0.0002698028,0.0003463294,0.0002776585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006575011,"about_ca_system_score_gemma":0.003737367,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8931004,"about_ca_topic_score_gemma":0.8752761,"domain_scores_codex":[0.999878,0.00001241489,0.000006368172,0.00004839153,0.00002462502,0.00003019849],"domain_scores_gemma":[0.9996772,0.00005968148,0.00002649042,0.00001666453,0.0001855899,0.0000344412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005697273,0.0003351508,0.1271696,0.00009566922,0.0002325455,0.0001297951,0.0001298961,0.828513,0.007148326,0.0001789146,0.003211061,0.0322863],"study_design_scores_gemma":[0.00003936407,0.00008774851,0.04962979,0.000007978359,0.00002722964,0.00001224752,0.00006332022,0.9480959,0.001353621,0.00003154049,0.0006316287,0.00001964737],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957395,0.00006927959,0.001101855,0.00003926242,0.000008944064,0.00001893435,0.001514387,0.0001997741,0.001308032],"genre_scores_gemma":[0.9955557,0.00003094832,0.001270809,0.00001597433,0.000002065894,0.0000175251,0.002297093,0.00001227372,0.0007977945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1068996,"threshold_uncertainty_score":0.2150583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01750298347108444,"score_gpt":0.2063638935058651,"score_spread":0.1888609100347807,"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."}}