{"id":"W4415585963","doi":"10.21083/crrf.v31i1.7331","title":"Adaptation and the Grass Routes: Desire Lines, Collective Action, and Food Systems Adaptation to Climate Change","year":2023,"lang":"","type":"article","venue":"Proceedings of the Canadian Rural Revitalization Foundation","topic":"Agriculture and Rural Development Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Collective action; Action (physics); Adaptation (eye); Agency (philosophy); Food systems; Psychological resilience; Corporate governance; Climate change; Order (exchange)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001034915,0.0002521015,0.0002896698,0.0001492303,0.001968614,0.0008248683,0.0002608345,0.0001807202,0.00001403551],"category_scores_gemma":[0.0005919247,0.0001006152,0.00006979638,0.00294426,0.0002273164,0.0008949956,0.0001305442,0.0001448825,0.00002292003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004320514,"about_ca_system_score_gemma":0.0001391536,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02931711,"about_ca_topic_score_gemma":0.1070314,"domain_scores_codex":[0.9980748,0.00009486979,0.0004979878,0.0003545669,0.0005365871,0.0004412181],"domain_scores_gemma":[0.9979116,0.0001459027,0.0004294972,0.0000462025,0.001207956,0.000258838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0006897066,0.00008889322,0.1003658,0.002643911,0.0004919837,8.796507e-7,0.04280709,0.0008639056,0.004715837,0.5209707,0.01492691,0.3114344],"study_design_scores_gemma":[0.0009770829,0.0005438011,0.9067556,0.001443213,0.0002076562,0.0000253125,0.03856431,0.03452871,0.0001778282,0.00652294,0.009619324,0.0006342142],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9233438,0.001560899,0.00004311607,0.06598698,0.0009441357,0.007175058,0.0001260625,0.00008918408,0.0007307964],"genre_scores_gemma":[0.9937518,0.004231597,0.0000178636,0.0002197509,0.0003090756,0.0002822332,0.000160335,0.00000579557,0.001021559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8063898,"threshold_uncertainty_score":0.9993307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07599365678967022,"score_gpt":0.2608141864083051,"score_spread":0.1848205296186349,"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."}}