{"id":"W3203721364","doi":"10.1139/cjss-2021-0096","title":"Complementary teaching approaches facilitating interdisciplinary soil science education","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Soil Science","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Experiential learning; Context (archaeology); Relevance (law); Mathematics education; Teaching method; Active learning (machine learning); Psychology; Chemistry; Computer science; Biology; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003127248,0.0003459575,0.0003660221,0.001456261,0.001131319,0.002195311,0.001436461,0.0008021775,0.003211785],"category_scores_gemma":[0.008454825,0.0001857032,0.0004969962,0.0007805419,0.001186599,0.001391184,0.00513291,0.000906774,0.0003790222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001206601,"about_ca_system_score_gemma":0.002431004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005162189,"about_ca_topic_score_gemma":0.002599539,"domain_scores_codex":[0.9954599,0.002678181,0.0001743162,0.0003476996,0.0009506985,0.0003893081],"domain_scores_gemma":[0.9934011,0.004126461,0.0006881642,0.0004339028,0.0003684144,0.0009819885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000400101,0.006296496,0.0369724,0.001800186,0.0001184989,0.0008256303,0.03992856,0.001684736,0.0326465,0.01246803,0.00138567,0.8654732],"study_design_scores_gemma":[0.001508044,0.02523284,0.3278853,0.005167517,0.001223128,0.008098326,0.1744348,0.01965568,0.06214862,0.1194476,0.2546657,0.0005324593],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555785,0.001275645,0.02157908,0.001062766,0.00007221439,0.0002892531,0.00002176801,0.00007293698,0.02004791],"genre_scores_gemma":[0.9508971,0.0009287272,0.04574879,0.0002048085,0.00002708723,0.0001681789,0.00002317923,0.000008478008,0.001993665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003211785,"threshold_uncertainty_score":0.01653868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1306142209522562,"score_gpt":0.4154586572179803,"score_spread":0.2848444362657241,"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."}}