{"id":"W4285042438","doi":"10.3390/agronomy12071653","title":"Recalcitrant C Source Mapping Utilizing Solely Terrain-Related Attributes and Data Mining Techniques","year":2022,"lang":"en","type":"article","venue":"Agronomy","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"University of Tabriz; Tabriz University of Medical Sciences","keywords":"Glomalin; Soil carbon; Terrain; Covariate; Environmental science; Spatial variability; Digital elevation model; Soil science; Carbon sequestration; Carbon fibers; Remote sensing; Statistics; Mathematics; Chemistry; Soil water; Nitrogen; Geology; Algorithm; Ecology; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008019017,0.001053094,0.0006105874,0.003212193,0.0003586961,0.0009927148,0.0006891388,0.0003668295,0.0006269577],"category_scores_gemma":[0.00147184,0.0002100915,0.001106969,0.003480347,0.0001858633,0.000753117,0.0004950749,0.0004213527,0.0003714835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003973481,"about_ca_system_score_gemma":0.0006577091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01359042,"about_ca_topic_score_gemma":0.01623988,"domain_scores_codex":[0.9996274,0.00005028502,0.00003851936,0.0001641255,0.00007772945,0.00004202801],"domain_scores_gemma":[0.9993887,0.0002210391,0.0001181319,0.00007966847,0.0001688178,0.00002357022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004045142,0.0005737325,0.4085542,0.0008045866,0.0005538437,0.0004700855,0.0003793712,0.1315185,0.02476214,0.001029726,0.003940394,0.4270089],"study_design_scores_gemma":[0.00003997207,0.0001563469,0.2328703,0.00008395642,0.0002490903,0.0003760467,0.0007037145,0.7380019,0.01770503,0.002563731,0.007165935,0.00008391112],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8224517,0.001010325,0.157505,0.0002338785,0.00004656518,0.0002408244,0.01241297,0.002772667,0.003326155],"genre_scores_gemma":[0.8727256,0.0003802992,0.1158152,0.00003942109,0.00001788019,0.0001370625,0.01018014,0.0000607019,0.0006437231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01359042,"threshold_uncertainty_score":0.02702266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04503553370756063,"score_gpt":0.2420067815669799,"score_spread":0.1969712478594192,"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."}}