{"id":"W4412762976","doi":"10.1177/19427786251360257","title":"Agrarian futures and normative practices: A case study of small-scale ecological farming","year":2025,"lang":"en","type":"article","venue":"Human Geography","topic":"Agriculture, Land Use, Rural Development","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University","funders":"","keywords":"Agrarian society; Futures contract; Normative; Agriculture; Scale (ratio); Economics; Geography; Political science; Financial economics; Archaeology; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002171545,0.0001788717,0.0002533817,0.00004726681,0.0005941906,0.00007574695,0.0001785806,0.0001006582,0.00007127699],"category_scores_gemma":[0.00002655576,0.00005909461,0.00008204064,0.0005387511,0.00007636427,0.0001058526,0.0001671744,0.0001638094,0.000001778012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008779223,"about_ca_system_score_gemma":0.000004436549,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001801353,"about_ca_topic_score_gemma":0.02003007,"domain_scores_codex":[0.9988623,0.0001494609,0.0003065139,0.0003200696,0.0001377187,0.0002239955],"domain_scores_gemma":[0.9993057,0.0001847466,0.0002842341,0.00005785747,0.00009118897,0.00007625212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005200372,0.001811631,0.9605331,0.00004767189,0.000248501,0.000358282,0.006086845,0.000002897124,0.001311258,0.0009563871,0.001003703,0.02758776],"study_design_scores_gemma":[0.0003254408,0.0005616501,0.9509505,0.00001849558,0.00005965181,0.00006745019,0.0449703,0.000002204518,0.0000852843,0.001252162,0.001540345,0.0001665135],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975295,0.0001629587,7.516945e-7,0.0001058312,0.00006864299,0.0005552399,0.00001413416,0.00005464837,0.001508296],"genre_scores_gemma":[0.999523,0.00001850782,0.0001082771,0.0001418043,0.00004884259,0.00005366009,0.00002467224,4.139408e-7,0.00008082415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03888345,"threshold_uncertainty_score":0.9978518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02524535439852273,"score_gpt":0.259583150298888,"score_spread":0.2343377959003652,"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."}}