{"id":"W4385865814","doi":"10.59962/9780774819251-001","title":"Preface and Acknowledgments","year":2011,"lang":"en","type":"book-chapter","venue":"University of British Columbia Press eBooks","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"History","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007456915,0.000102151,0.0002645968,0.000004821266,0.0001599525,0.00006055153,0.0002627586,0.0002414687,0.0009677383],"category_scores_gemma":[0.000005167283,0.0001069915,0.00009054528,0.00000476398,0.0002701762,0.00006018321,0.0003219431,0.000137527,0.000005278287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000322689,"about_ca_system_score_gemma":0.00001641684,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05822069,"about_ca_topic_score_gemma":0.1693974,"domain_scores_codex":[0.9992149,0.00001860893,0.0001262051,0.0003321653,0.0001459012,0.0001622608],"domain_scores_gemma":[0.9995216,0.00003072744,0.000125975,0.00006105873,0.0001619898,0.00009866987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005588456,0.00005728706,0.002158875,0.0002126859,0.0001692311,0.0001652049,0.0003836575,2.299817e-8,0.0001985049,0.001666322,0.0867079,0.9082244],"study_design_scores_gemma":[0.00020895,0.0001153354,0.0447068,0.0002166392,0.00005612735,0.000009599054,0.00007706486,6.361807e-7,0.000008532707,0.007736834,0.9465225,0.0003410207],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09436297,0.0002807896,3.672842e-7,0.000007771411,0.00005993536,0.0003602859,0.0002281708,0.00004711235,0.9046526],"genre_scores_gemma":[0.03550914,0.0003445253,0.00004013283,0.000008981542,0.00002368092,2.627683e-7,0.00002990612,0.000001427741,0.9640419],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9078834,"threshold_uncertainty_score":0.9999455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01874246494628056,"score_gpt":0.1602712867699876,"score_spread":0.1415288218237071,"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."}}