{"id":"W3094957508","doi":"10.4236/oalib.1106833","title":"How Does Adaptive Governance Help Restore and Protect Shared Waters?","year":2020,"lang":"en","type":"article","venue":"OALib","topic":"Water resources management and optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Corporate governance; Business; Environmental science; Environmental planning; Computer science; Finance","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00001613683,0.00008017334,0.00007046029,0.00000976216,0.00002482415,0.00009779419,0.00006605568,0.00002549673,0.00001686658],"category_scores_gemma":[0.000007091261,0.00005970745,0.00001429285,0.0000583439,0.00001111178,0.000186031,0.00003736053,0.00005154671,0.000009401286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001258017,"about_ca_system_score_gemma":7.954959e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004614637,"about_ca_topic_score_gemma":0.000002146294,"domain_scores_codex":[0.9996509,0.000007306717,0.00004760554,0.0001152296,0.00007555071,0.0001034155],"domain_scores_gemma":[0.9998716,0.000002926131,0.00001461785,0.00006355411,0.0000068084,0.0000405317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00121377,0.0001304999,0.04175934,0.006306468,0.001418301,0.0005713734,0.08943044,0.4621799,0.03356433,0.01562876,0.253393,0.09440379],"study_design_scores_gemma":[0.001304621,0.0002083135,0.009440265,0.0001461543,0.00005063998,0.000001605679,0.0006892335,0.4048069,0.01836612,0.0002436459,0.563997,0.0007454432],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8233095,0.001510404,0.1028783,0.03440332,0.0008145499,0.003286358,0.0001533118,0.003474579,0.0301696],"genre_scores_gemma":[0.9962572,0.00004768831,0.001519307,0.00007801857,0.0001176396,0.00002118051,0.00001173309,0.00002297136,0.001924278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.310604,"threshold_uncertainty_score":0.2434799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01260618487809992,"score_gpt":0.1567427582419867,"score_spread":0.1441365733638868,"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."}}