{"id":"W2252327631","doi":"10.1080/1389224x.2015.1064597","title":"Contested agronomy: agricultural research in a changing world","year":2015,"lang":"en","type":"article","venue":"The Journal of Agricultural Education and Extension","topic":"Agricultural Innovations and Practices","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Agricultural education; Agriculture; Agronomy; Political science; Agricultural economics; Economic growth; Geography; Economics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002391021,0.0001395325,0.0001985263,0.0001742761,0.0003296385,0.0001521422,0.0002297015,0.00006091498,0.00004151253],"category_scores_gemma":[0.0002064119,0.00003376021,0.00004985376,0.003423092,0.00007842572,0.0007625608,0.00008222968,0.0004609368,0.00001410546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009681802,"about_ca_system_score_gemma":0.00004930198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003168678,"about_ca_topic_score_gemma":0.0006106638,"domain_scores_codex":[0.9983044,0.000431942,0.0004519956,0.0001389621,0.0003884884,0.0002842328],"domain_scores_gemma":[0.9975176,0.0005067811,0.0003410824,0.00004659408,0.001425711,0.0001622462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006404545,0.001572815,0.01697393,0.00003983443,0.00009876186,0.00001451581,0.01949546,0.0002236595,0.4599236,0.01322319,0.2535678,0.234226],"study_design_scores_gemma":[0.0002866479,0.0003016406,0.8541436,0.000236301,0.00002537003,0.0006261836,0.1155347,0.000008938239,0.0008430714,0.0008901919,0.02691225,0.0001910457],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750248,0.002318936,2.31397e-7,0.01969358,0.0003246357,0.0002080792,0.000001155585,0.00001118682,0.00241736],"genre_scores_gemma":[0.9958831,0.0002095666,0.00009023401,0.000266692,0.0005010398,0.000006064952,0.00001965799,7.70924e-7,0.003022878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8371697,"threshold_uncertainty_score":0.2535346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1532998367245698,"score_gpt":0.3579341103330723,"score_spread":0.2046342736085025,"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."}}