{"id":"W4281558336","doi":"10.1086/719296","title":"<i>Esperanza Speaks: Confronting a Century of Global Change in Rural Panama</i>. Gloria Rudolf. Toronto: University of Toronto Press, 2021, 224 pp. $26.95, paper. ISBN 9781487594695.","year":2022,"lang":"en","type":"article","venue":"Journal of Anthropological Research","topic":"Agriculture, Land Use, Rural Development","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Panama; Download; Library science; History; Media studies; Art history; Sociology","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":[0.001892588,0.0002327393,0.0006852635,0.000006512646,0.0004469247,0.00003739179,0.001062844,0.0001884825,0.01210236],"category_scores_gemma":[0.0002143963,0.00009869163,0.000283691,0.0003664774,0.0005121128,0.0005329401,0.0008577692,0.0006126052,0.000005126199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001064964,"about_ca_system_score_gemma":0.00009041528,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09657356,"about_ca_topic_score_gemma":0.03387131,"domain_scores_codex":[0.995657,0.0009477446,0.0007491141,0.000326691,0.001579243,0.0007402342],"domain_scores_gemma":[0.9982648,0.0003568797,0.0004828194,0.0001070666,0.0005206374,0.0002677225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01149727,0.007194417,0.4514363,0.0002316351,0.0006420616,0.001763672,0.005746889,0.00004961703,0.04267916,0.02296407,0.1571376,0.2986572],"study_design_scores_gemma":[0.001421972,0.003919728,0.7566232,0.0001644272,0.00003178706,0.00009174276,0.04934905,0.00004503484,0.0002826028,0.001048764,0.1866384,0.0003833213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503375,0.04491714,8.167592e-7,0.00176063,0.000496306,0.000428645,0.0001301645,0.00001487001,0.001913895],"genre_scores_gemma":[0.9509318,0.04831792,0.0001482611,0.00005623588,0.000413671,0.000003608673,0.00001577589,0.000002126473,0.0001105672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3051869,"threshold_uncertainty_score":0.9888007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04636955985158638,"score_gpt":0.3149742448163911,"score_spread":0.2686046849648047,"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."}}