{"id":"W4410857680","doi":"10.1111/joac.70020","title":"What is the Value of Value for Agrarian Studies?","year":2025,"lang":"en","type":"article","venue":"Journal of Agrarian Change","topic":"Agriculture, Land Use, Rural Development","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Trent University","funders":"","keywords":"Agrarian society; Value (mathematics); Economics; Political science; Geography; Mathematics; Agriculture; Statistics; Archaeology","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":[0.0007065453,0.0001805935,0.000408854,0.00003182367,0.0002295267,0.0001013568,0.0005156723,0.0001137429,0.00003401739],"category_scores_gemma":[0.0001069908,0.00004628093,0.000321386,0.0004902147,0.00006589704,0.0003798356,0.0001033922,0.0001675095,0.000004316361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000587314,"about_ca_system_score_gemma":0.00002748121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000401048,"about_ca_topic_score_gemma":0.00008695076,"domain_scores_codex":[0.9986038,0.00009611328,0.000551782,0.0001667026,0.0003193087,0.000262276],"domain_scores_gemma":[0.9984774,0.0004385492,0.0005079234,0.00006856559,0.0004289076,0.00007867708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0005702228,0.0006831675,0.009798408,0.000331776,0.002462093,0.00003579539,0.01504844,0.00001448948,0.008481535,0.08103982,0.5392987,0.3422355],"study_design_scores_gemma":[0.001370518,0.001317434,0.4504758,0.001267964,0.0004241893,0.00006126201,0.02181323,0.00001802155,0.01201381,0.07624885,0.4344807,0.0005081834],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8981388,0.01940469,0.00001333706,0.07680877,0.003998111,0.001073887,0.0001060237,0.00002090826,0.0004355006],"genre_scores_gemma":[0.9812435,0.007157682,0.0004390427,0.007556236,0.001811557,0.00006471495,0.00003411118,0.000001775338,0.001691374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4406774,"threshold_uncertainty_score":0.1887281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06494134192094331,"score_gpt":0.2932129801088351,"score_spread":0.2282716381878918,"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."}}