{"id":"W2909705814","doi":"10.1080/2325548x.2019.1546033","title":"The Arid Lands: History, Power, Knowledge. Diana K. Davis; The Politics of Scale: A History of Rangeland Science. Nathan F. Sayre","year":2019,"lang":"en","type":"article","venue":"The AAG Review of Books","topic":"Diverse Historical and Scientific Studies","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Rangeland; Arid; Politics; Scale (ratio); Power (physics); Environmental ethics; Geography; Environmental science; Philosophy; Political science; Agroforestry; Cartography; Law; Ecology; Physics; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001519783,0.0001311006,0.0004103154,0.00005287214,0.0003565359,0.00001314872,0.0008904418,0.0000174619,0.0006852633],"category_scores_gemma":[0.000123001,0.00005581072,0.0002189116,0.00005794036,0.003870475,0.00006274642,0.0001834554,0.0001247048,0.00006412133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003013418,"about_ca_system_score_gemma":0.0003184294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002813042,"about_ca_topic_score_gemma":0.000184831,"domain_scores_codex":[0.9986182,0.00009873977,0.0004256918,0.0001718866,0.0004632552,0.0002222175],"domain_scores_gemma":[0.9982669,0.0002660915,0.000362512,0.0006730468,0.0003886564,0.000042825],"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":[0.00001689486,0.00009940944,0.0001708319,0.001730181,0.00007485817,5.057054e-7,0.05366246,8.895322e-8,0.0001275624,0.2858015,0.65461,0.003705749],"study_design_scores_gemma":[0.0001227082,0.00006840532,0.0002097252,0.0008360872,0.00009153865,8.836829e-7,0.001494504,0.000003345171,0.00001975256,0.0004595217,0.9966158,0.00007769887],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00592037,0.4078821,2.310543e-7,0.0004095317,0.00268972,0.0003099402,0.0000228883,0.000008478431,0.5827567],"genre_scores_gemma":[0.3899013,0.01691502,0.000004392345,0.0006051518,0.000208826,0.00002133675,0.00000205108,0.00001656841,0.5923253],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3909671,"threshold_uncertainty_score":0.9988404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03242870325098004,"score_gpt":0.2271456362112674,"score_spread":0.1947169329602873,"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."}}