{"id":"W4410980427","doi":"10.1111/joac.70018","title":"How is Climate Change Changing 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":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Agrarian society; Climate change; Agrarian system; Political science; Geography; Natural resource economics; Environmental planning; Economics; Agriculture; Archaeology; Ecology","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":[0.03315609,0.0003217425,0.0007728956,0.003204038,0.006037761,0.01861629,0.002340332,0.006475075,0.007240931],"category_scores_gemma":[0.03008373,0.0002999487,0.0005666972,0.006122055,0.02365928,0.01394234,0.006612677,0.005152393,0.0006550864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009016764,"about_ca_system_score_gemma":0.005839033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005382814,"about_ca_topic_score_gemma":0.006513844,"domain_scores_codex":[0.9766881,0.01789832,0.0004453382,0.001736403,0.001719749,0.001512046],"domain_scores_gemma":[0.9521123,0.03746838,0.002085251,0.003014353,0.003382615,0.001937156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009245091,0.0001041842,0.006726611,0.000931019,0.00007076131,0.0003772907,0.05689745,0.000734939,0.0005697639,0.7900044,0.08158253,0.06190864],"study_design_scores_gemma":[0.00001577113,0.00003216477,0.005782849,0.001343199,0.00003238895,0.0001229831,0.04799867,0.0004543967,0.0003377025,0.3657396,0.5780838,0.0000565078],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03272036,0.05478052,0.004341723,0.854729,0.009556825,0.00002919548,0.0002184471,0.00008904673,0.04353477],"genre_scores_gemma":[0.8273737,0.05082159,0.003818962,0.09804693,0.01280921,0.0000933946,0.0001468159,0.0001718996,0.006717534],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03315609,"threshold_uncertainty_score":0.1753482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07771444435285543,"score_gpt":0.2705926434851198,"score_spread":0.1928781991322644,"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."}}