{"id":"W4296904707","doi":"10.1016/j.jenvman.2022.116161","title":"How effective is community-based management of freshwater resources? A review","year":2022,"lang":"en","type":"review","venue":"Journal of Environmental Management","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Freshwater ecosystem; Environmental resource management; Representativeness heuristic; Biodiversity; Indigenous; Environmental planning; Ecosystem services; Geography; Ecology; Ecosystem; Environmental science; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0030526,0.000888711,0.00262518,0.004051701,0.0004563661,0.002156618,0.00167585,0.001822238,0.003790031],"category_scores_gemma":[0.009478037,0.0005403483,0.001604144,0.004836401,0.0009342092,0.00226978,0.0009563367,0.001212393,0.0004612663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001803063,"about_ca_system_score_gemma":0.005451053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006040744,"about_ca_topic_score_gemma":0.01129654,"domain_scores_codex":[0.9982698,0.0005974864,0.0004020273,0.0002229686,0.0004215151,0.00008625753],"domain_scores_gemma":[0.9940448,0.004710205,0.0005715173,0.00006561893,0.0004721325,0.000135795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00008150299,0.00005915004,0.0003836545,0.314917,0.0006286131,0.00007763079,0.0002895116,0.0003345525,0.0001986465,0.003091963,0.009321712,0.670616],"study_design_scores_gemma":[0.00005222647,0.0002553592,0.005054522,0.4906918,0.002807592,0.0007952888,0.0007677969,0.0002066813,0.0002980724,0.003126678,0.4958904,0.00005359465],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008508695,0.9993974,0.0000339832,0.0002100196,0.00005054233,0.000007607165,0.00001024542,0.00000155831,0.0002035741],"genre_scores_gemma":[0.0009339058,0.9988118,0.00009193844,0.00008815323,0.00002615978,0.000008745498,0.000008273978,6.002286e-7,0.0000304668],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006040744,"threshold_uncertainty_score":0.01614392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02238690497750193,"score_gpt":0.2556604569859125,"score_spread":0.2332735520084106,"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."}}