{"id":"W4410490129","doi":"10.1002/pan3.70052","title":"Perceptions of nature's contributions to people across an elevational gradient in eastern Nepal","year":2025,"lang":"en","type":"article","venue":"People and Nature","topic":"Economic and Environmental Valuation","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Context (archaeology); Perception; Conceptual framework; Variety (cybernetics); Psychological intervention; Environmental resource management; Sustainable development; Geography; Sociology; Environmental planning; Regional science; Political science; Social science; Psychology; Economics; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0002622616,0.00008943594,0.0002238715,0.0001574379,0.00009620014,0.00002492451,0.000096883,0.0002393875,0.0001269975],"category_scores_gemma":[0.0000688699,0.0001060694,0.00004619243,0.0002584607,0.00002335879,0.00017252,0.00005768715,0.0002866302,0.00003312352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001121616,"about_ca_system_score_gemma":0.00001465765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002963514,"about_ca_topic_score_gemma":0.004049751,"domain_scores_codex":[0.9992164,0.00001085683,0.0003087467,0.0002698909,0.00002504071,0.0001691018],"domain_scores_gemma":[0.9996623,0.00003489612,0.00007654943,0.0001507285,0.00002045145,0.00005501841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001370254,0.00009537807,0.8986469,0.00001036282,0.00001357641,1.15344e-7,0.001080624,0.0001360556,0.00006792857,0.09931397,0.0002380525,0.0003833194],"study_design_scores_gemma":[0.0004713839,0.00003713633,0.9869682,0.000009872258,0.000003908759,9.593025e-7,0.000540746,0.001655265,0.00004338871,0.008205023,0.001963387,0.0001006982],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942933,0.0009166943,0.0006885055,0.001837894,0.0002259931,0.0001894912,0.0009925191,0.000008229158,0.0008474285],"genre_scores_gemma":[0.9983328,0.0001292589,0.0001878327,0.0006069684,0.00004097345,0.00003223733,0.0001874054,0.000005743344,0.0004767608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09110895,"threshold_uncertainty_score":0.4325385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01534153688280435,"score_gpt":0.2673678866909604,"score_spread":0.252026349808156,"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."}}