{"id":"W4381490105","doi":"10.4324/9781003447030-2","title":"Reconnecting to Land, People, and Community","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Environmental planning","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":[],"consensus_categories":[],"category_scores_codex":[0.0004931095,0.0001564506,0.0002165785,0.00001238676,0.0004155038,0.00005575378,0.0001547552,0.0001511859,0.0006822994],"category_scores_gemma":[0.0001320919,0.00005286641,0.00005078897,0.00005470271,0.00001934907,0.00003754198,0.0002731901,0.0003460997,0.0001964637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002636449,"about_ca_system_score_gemma":0.000004626341,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001418134,"about_ca_topic_score_gemma":0.02844778,"domain_scores_codex":[0.9993323,0.00004178032,0.0001622339,0.0001917116,0.0001016708,0.0001702811],"domain_scores_gemma":[0.9991601,0.0005796318,0.00003854408,0.00005411253,0.00006541305,0.0001022623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00007225606,0.00004860482,0.08420251,0.0001834588,0.00009660676,0.00001982219,0.002177288,6.407964e-7,0.0006882133,0.04634832,0.02105864,0.8451037],"study_design_scores_gemma":[0.00008851416,0.0003578359,0.6460317,0.0001027069,0.00001602642,0.000007106081,0.001631561,0.00000449401,0.00003193026,0.09430305,0.2566553,0.0007697287],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5049399,0.00001400832,3.640664e-7,0.003072372,0.0001113005,0.0002870165,0.00001906192,0.00017971,0.4913763],"genre_scores_gemma":[0.1210941,0.00006486201,0.00004095653,0.0002790133,0.000103466,0.00000759538,0.00009130395,0.000001644367,0.8783171],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8443339,"threshold_uncertainty_score":0.9892805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04141666049037802,"score_gpt":0.226544181057239,"score_spread":0.185127520566861,"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."}}