{"id":"W6976920076","doi":"10.6084/m9.figshare.13554699","title":"Understanding human adaptation to drought: agent-based agricultural water demand modeling in the Bow River Basin, Canada","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Water resources management and optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water conservation; Agriculture; Farm water; Irrigation; Water use; Conceptualization; Water scarcity; Water resources","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000402383,0.000507065,0.0004853956,0.0004048703,0.001186491,0.001397327,0.001331238,0.001219181,0.002112509],"category_scores_gemma":[0.001599817,0.0004144461,0.0004338655,0.0007621835,0.001009273,0.0005714017,0.0008980493,0.0007646169,0.0001065777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01108223,"about_ca_system_score_gemma":0.008551189,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.957629,"about_ca_topic_score_gemma":0.9304963,"domain_scores_codex":[0.9998549,0.00004450428,0.000004315862,0.00002584423,0.00001693603,0.00005353869],"domain_scores_gemma":[0.9994843,0.0002592991,0.00003292173,0.00001434624,0.0001046977,0.000104405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004465126,0.00004832214,0.007002438,0.00001822802,0.00002775063,0.00006833836,0.0001738972,0.9856975,0.000163746,0.004046876,0.001051272,0.001657028],"study_design_scores_gemma":[0.00002200968,0.000008648321,0.001926059,0.00000492348,0.000008707933,0.000003927571,0.0002112933,0.9961239,0.00003118461,0.0008722051,0.0007789779,0.00000820373],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9707643,0.0003112575,0.009747291,0.00246282,0.0000328662,0.00007359745,0.001526305,0.00007859268,0.0150029],"genre_scores_gemma":[0.9925109,0.0002347885,0.002909658,0.0001006272,0.00000666451,0.00003990344,0.0003741012,0.00001523062,0.00380818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04237098,"threshold_uncertainty_score":0.08524096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0919345358506496,"score_gpt":0.2035582313072863,"score_spread":0.1116236954566367,"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."}}