{"id":"W4221110496","doi":"10.1002/nse2.20077","title":"Soil science education: A multinational look at current perspectives","year":2022,"lang":"en","type":"article","venue":"Natural sciences education","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Outstanding Youth Science Fund Project of National Natural Science Foundation of China; Universidade de São Paulo; Iowa State University","keywords":"Curriculum; Soil survey; Variety (cybernetics); Soil science; Earth science; Environmental science; Sociology; Computer science; Pedagogy; Soil water; Geology","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":[0.007484671,0.0002537905,0.0002791577,0.002187278,0.003073131,0.006862712,0.001026738,0.002037517,0.0195877],"category_scores_gemma":[0.004211369,0.0001426341,0.0003297523,0.005855098,0.001877414,0.003785094,0.003442299,0.002760799,0.0009633178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008786377,"about_ca_system_score_gemma":0.02254751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06400082,"about_ca_topic_score_gemma":0.1184442,"domain_scores_codex":[0.9973749,0.0007170107,0.0001182515,0.0002276113,0.0005432101,0.00101891],"domain_scores_gemma":[0.987424,0.002647096,0.001163689,0.000245075,0.003737953,0.004782134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003594534,0.001512262,0.1007593,0.001786245,0.00006054333,0.0008007085,0.009544563,0.0004989959,0.001560672,0.0868441,0.2322882,0.5639849],"study_design_scores_gemma":[0.00004335059,0.0003380046,0.186203,0.002606092,0.0000400323,0.0002606001,0.04188617,0.0003224221,0.0004245848,0.004044451,0.763787,0.00004446919],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1017325,0.07554442,0.0003180536,0.7009772,0.00201804,0.0000387247,0.0007634962,0.00005667824,0.118551],"genre_scores_gemma":[0.7768433,0.1048705,0.00109017,0.06955221,0.001911514,0.00007827628,0.001196249,0.00007510962,0.04438264],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06400082,"threshold_uncertainty_score":0.1272566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01305960648265102,"score_gpt":0.2873521398415421,"score_spread":0.274292533358891,"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."}}