{"id":"W2530677216","doi":"10.1139/cjss-2016-0058","title":"Profiling Undergraduate Soil Science Education in Canada: Status and Projected Trends","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Soil Science","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; University of Manitoba; Laurentian University; University of Saskatchewan; Lethbridge College; University of British Columbia; Lakehead University","funders":"","keywords":"Agriculture; Science education; Higher education; Political science; Geography; Sociology; Pedagogy; Archaeology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001468036,0.0003160272,0.000272502,0.004717503,0.001750351,0.00168313,0.001254679,0.0005805246,0.002687106],"category_scores_gemma":[0.004146751,0.0002178774,0.0004590479,0.009996327,0.0006766807,0.0008880923,0.001191304,0.0008597489,0.0004412012],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04904636,"about_ca_system_score_gemma":0.07152325,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9923387,"about_ca_topic_score_gemma":0.9951168,"domain_scores_codex":[0.9981976,0.00007105332,0.00008742676,0.0001862697,0.0007789691,0.0006786998],"domain_scores_gemma":[0.9871361,0.0003316615,0.001100092,0.0001223889,0.008231202,0.003078421],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007478979,0.00006715977,0.9498999,0.0001259374,0.00002700404,0.00006164562,0.0008672603,0.0005061708,0.0004448103,0.0005627935,0.005756213,0.04160631],"study_design_scores_gemma":[0.000004087119,0.00002267223,0.9924704,0.0000482877,0.00001181293,0.00003845343,0.001350524,0.0009359145,0.0002029127,0.00006537769,0.004836164,0.00001354022],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9458705,0.003922986,0.0009147737,0.009979926,0.0000775456,0.0001081622,0.02589614,0.0002150225,0.01301505],"genre_scores_gemma":[0.9852395,0.002887787,0.0008788481,0.0005714232,0.00002123024,0.00003166483,0.006573163,0.00001582844,0.003780502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9985319,"threshold_uncertainty_score":0.3558579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008662078167955804,"score_gpt":0.2090690517725239,"score_spread":0.2004069736045681,"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."}}