{"id":"W2217095571","doi":"","title":"Land Use and Population Dynamics in the Kalikhola Watershed of Nepal","year":2007,"lang":"en","type":"article","venue":"Journal of rural and community development","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Watershed; Land cover; Geography; Shrubland; Land use; Population; Agricultural land; Agriculture; Agroforestry; Forestry; Ecology; Environmental science; Ecosystem","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001125448,0.00004406191,0.00007151314,0.00004198719,0.000192063,0.00002364817,0.0001117345,0.00001887773,0.000009339095],"category_scores_gemma":[0.00001327269,0.00002701462,0.00001245293,0.0000713583,0.0000521011,0.0001112835,0.0001410215,0.0001473881,3.985966e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007733757,"about_ca_system_score_gemma":0.000003003116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002472214,"about_ca_topic_score_gemma":0.00558991,"domain_scores_codex":[0.9994664,0.0001074944,0.0001884587,0.00001961906,0.0001516979,0.00006630264],"domain_scores_gemma":[0.9997398,0.00007238882,0.00009898361,0.00005394096,0.000009918508,0.0000249248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003139012,0.00004847438,0.977002,0.000006765129,0.000006570448,0.000002177976,0.006649976,0.00001507172,0.00002333631,0.000004778911,0.00001656553,0.01619296],"study_design_scores_gemma":[0.0002475696,0.00003943099,0.9865934,0.00001742434,0.000006704256,0.00001426366,0.01201794,0.00005792526,0.00001823511,0.00007745201,0.0008721986,0.00003742093],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999305,0.00001527916,0.00005038156,0.0004316356,0.00001711773,0.00004651305,4.5814e-7,0.000001014999,0.0001326582],"genre_scores_gemma":[0.9992853,0.00003813404,0.000496602,0.0001334031,0.000003332181,1.076542e-7,0.000004352488,9.132993e-7,0.00003785079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01615554,"threshold_uncertainty_score":0.3737265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01969250696187063,"score_gpt":0.2080962916364031,"score_spread":0.1884037846745324,"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."}}