{"id":"W4413004205","doi":"10.1016/j.geoforum.2025.104348","title":"Voluminous Socialities: Honeybee Conservation, Commerce, and Commons in Transcarpathia, Ukraine","year":2025,"lang":"en","type":"article","venue":"Geoforum","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"Russian and Eurasian Centre, St. Antony's College, University of Oxford; Social Sciences and Humanities Research Council of Canada; Akademie Věd České Republiky; London School of Economics and Political Science","keywords":"Commons; Political science; Business; Biology; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002129768,0.00008101166,0.0001527175,0.00001146357,0.0004283748,0.0000283529,0.00008246411,0.00005610728,0.00003465931],"category_scores_gemma":[0.00002125104,0.00003551586,0.00003235369,0.000194471,0.00009086909,0.00004481079,0.00008164522,0.00007438409,0.000004997555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001064511,"about_ca_system_score_gemma":0.000005866197,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002793967,"about_ca_topic_score_gemma":0.06743645,"domain_scores_codex":[0.9992669,0.00003051064,0.0001346639,0.0001255433,0.00005729312,0.0003851052],"domain_scores_gemma":[0.9997584,0.0001616207,0.00002164627,0.00001184744,0.00002227264,0.00002417775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004160216,0.00008307772,0.9097891,0.00001978908,0.00002400802,0.000005675401,0.0007178865,2.197972e-7,0.01346926,0.01418976,0.03049937,0.03116029],"study_design_scores_gemma":[0.0001609886,0.00004879046,0.9162861,0.00003108092,0.000005676663,0.000001295796,0.001880534,0.00002247748,0.00004916019,0.001160498,0.08026657,0.00008679917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97143,0.0008074576,0.00000261903,0.02184396,0.00003866776,0.0001052599,0.00008916403,0.00003345674,0.005649398],"genre_scores_gemma":[0.9961678,0.0002079264,0.000009460077,0.001839273,0.00003563102,0.00001229613,0.00002693033,2.869978e-7,0.001700369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06464248,"threshold_uncertainty_score":0.9495804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02548652147498463,"score_gpt":0.2094445772868505,"score_spread":0.1839580558118659,"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."}}