{"id":"W2185172568","doi":"","title":"The Use of Geographic Information Systems with the Study of Common Property Resources: Applications with Two Farmer-Managed Irrigation Systems in Nepal","year":2009,"lang":"en","type":"article","venue":"Digital Library Of The Commons Repository (Indiana University)","topic":"Land Rights and Reforms","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Irrigation; Property (philosophy); Water resource management; Geographic information system; Business; Geography; Information system; Common property; Environmental planning; Environmental resource management; Remote sensing; Property rights; Environmental science; Engineering; Economics","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":[0.00005319585,0.00009496731,0.0001593088,0.00004696354,0.0004560073,0.000170625,0.000543821,0.00003541998,1.96891e-7],"category_scores_gemma":[0.000001144245,0.00001572623,0.00005227801,0.0007283958,0.0002204262,0.001091858,0.00007135792,0.000104707,1.814619e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001145864,"about_ca_system_score_gemma":0.00001310924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001558642,"about_ca_topic_score_gemma":0.0006956285,"domain_scores_codex":[0.9992386,0.0001235878,0.0002275575,0.00009069152,0.0002155277,0.0001041018],"domain_scores_gemma":[0.9992756,0.00009660078,0.0003604674,0.0001904455,0.00004543274,0.00003151318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008482261,0.001146795,0.9670337,0.00008946704,0.0002586401,0.0000130559,0.002101209,0.007965436,0.0002633105,0.004111918,0.0001813911,0.01598686],"study_design_scores_gemma":[0.0008576667,0.001566632,0.791788,0.0002799945,0.00008054473,0.00002120369,0.01428647,0.0006813677,0.0001541297,0.00003966527,0.1900171,0.0002271851],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995036,0.00002871317,0.000001690733,0.0003295109,0.00002189771,0.001030304,0.00004136689,0.00001890164,0.003491617],"genre_scores_gemma":[0.9988116,0.000005895636,0.000001333567,0.000006358473,0.00001367053,0.000003359715,0.00002217131,8.421347e-7,0.00113475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1898357,"threshold_uncertainty_score":0.3507285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008742730731619611,"score_gpt":0.1458488108108493,"score_spread":0.1371060800792297,"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."}}