{"id":"W4246666258","doi":"10.1093/oso/9780190060664.001.0001","title":"Grand Transitions","year":2021,"lang":"en","type":"book","venue":"","topic":"Rangeland Management and Livestock Ecology","field":"Environmental Science","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science","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":[0.0004364917,0.000646434,0.0002709161,0.0005958061,0.002743355,0.004756507,0.0008248322,0.00156939,0.141354],"category_scores_gemma":[0.001195278,0.0002112958,0.0003643256,0.0005969634,0.001561129,0.004319398,0.003565017,0.003548363,0.04998927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002465154,"about_ca_system_score_gemma":0.001547063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002890822,"about_ca_topic_score_gemma":0.007107985,"domain_scores_codex":[0.9993964,0.0001386913,0.00001961258,0.00011326,0.0002087682,0.0001232624],"domain_scores_gemma":[0.9997003,0.00006044839,0.00001267101,0.00003912896,0.0001013978,0.00008606693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001461976,0.0000192006,0.00009524665,0.00005882516,0.000001877998,0.0001389736,0.001110237,0.00009057489,0.0001485607,0.2925545,0.6522298,0.05353763],"study_design_scores_gemma":[5.986459e-7,0.000001926561,0.00003434671,0.00002660821,2.726619e-7,0.00004294726,0.0001185642,0.00001347658,0.00001861443,0.004408689,0.9953329,0.000001129409],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006501169,0.004807162,0.001021398,0.008864673,0.006189704,0.00002754863,0.0001353998,0.0001316124,0.9781724],"genre_scores_gemma":[0.007296668,0.002173317,0.0005728771,0.002986484,0.0007176538,0.00003140981,0.0001642904,0.000118867,0.9859385],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.141354,"threshold_uncertainty_score":0.4728763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006588752630687772,"score_gpt":0.1848768976103263,"score_spread":0.1782881449796385,"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."}}