{"id":"W2897394190","doi":"10.1002/lob.10274","title":"Prairie Lakes: Model Systems for Integrating Ecology and Human Dimensions for Better Management","year":2018,"lang":"en","type":"article","venue":"Limnology and Oceanography Bulletin","topic":"Ecology and biodiversity studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Multitude; Discipline; Task (project management); Ecology; Environmental resource management; Key (lock); Ecological systems theory; Ecosystem; Geography; Environmental science; Political science; Engineering; Sociology; Biology; Systems engineering; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003155833,0.0005767626,0.0006367705,0.0005843702,0.001023308,0.001951659,0.0015258,0.0007518596,0.008509194],"category_scores_gemma":[0.005831305,0.0005033862,0.0007714513,0.0008535823,0.0007727646,0.001560819,0.001582307,0.001069076,0.0005691854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003343968,"about_ca_system_score_gemma":0.003439634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1504963,"about_ca_topic_score_gemma":0.1957654,"domain_scores_codex":[0.9994569,0.0003683529,0.00002272723,0.00005871386,0.00005367823,0.00003950774],"domain_scores_gemma":[0.9980844,0.001212242,0.0001316286,0.0001484773,0.0003353011,0.0000879517],"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":[0.0001226448,0.0001816108,0.01131475,0.0001426566,0.0002493032,0.00005629726,0.0003447346,0.9190949,0.0009819631,0.04720783,0.007440288,0.01286312],"study_design_scores_gemma":[0.00006903338,0.00005964925,0.00227851,0.00003814801,0.00007073754,0.00001135265,0.0001675651,0.9794711,0.0001451487,0.01210954,0.005547168,0.00003206994],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4099473,0.0007424909,0.540386,0.004406556,0.0002598067,0.001229574,0.01122019,0.003213629,0.02859446],"genre_scores_gemma":[0.7186842,0.0005823876,0.271781,0.0001752276,0.00005335868,0.00165739,0.002331705,0.0002006466,0.004534072],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1504963,"threshold_uncertainty_score":0.2992408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01238008332945844,"score_gpt":0.2198367088712624,"score_spread":0.207456625541804,"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."}}