{"id":"W4308013482","doi":"10.18192/potentia.v13i.6141","title":"Problems with Nature-Based Solutions","year":2022,"lang":"en","type":"article","venue":"Potentia Journal of International Affairs","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Ottawa","funders":"","keywords":"Variety (cybernetics); Wildlife; Green infrastructure; Environmental planning; Context (archaeology); Environmental resource management; Ecosystem services; Flood myth; Risk analysis (engineering); Urban ecosystem; Business; Face (sociological concept); Adaptation (eye); Computer science; Ecosystem; Urban planning; Environmental science; Geography; Ecology; Engineering; Civil engineering; Artificial intelligence; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003080319,0.00006983037,0.00008700352,0.00007404275,0.0001872915,0.00003373465,0.0004278814,0.00002096125,0.006240637],"category_scores_gemma":[0.00000641318,0.00004920061,0.00007844516,0.000133074,0.00001396009,0.0002387046,0.0001308464,0.0002663265,0.00004672945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001679529,"about_ca_system_score_gemma":0.00002541685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005162897,"about_ca_topic_score_gemma":0.0001390806,"domain_scores_codex":[0.9988403,0.00003664207,0.0002193069,0.00009695679,0.0006739923,0.0001328313],"domain_scores_gemma":[0.9995439,0.00001955985,0.0002659289,0.0000736273,0.00003734871,0.00005963876],"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":[0.000324142,0.0006475793,0.1746665,0.00001827578,0.0003020178,0.0002030705,0.000322233,0.8098788,0.002651719,0.000504625,0.009536229,0.0009447765],"study_design_scores_gemma":[0.009970234,0.003059215,0.2328814,0.000346494,0.000405125,0.005328716,0.005471766,0.1439186,0.00390717,0.004686031,0.5885836,0.001441609],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9668934,0.0003218675,0.002802497,0.006402098,0.001526067,0.0001395509,0.00003433756,0.00002175032,0.02185848],"genre_scores_gemma":[0.9988745,0.000008450816,0.0007296152,0.0001873281,0.00007371563,0.000006953052,0.000008019564,0.000007747743,0.0001036044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6659603,"threshold_uncertainty_score":0.9946678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005675354820342943,"score_gpt":0.1903617214966802,"score_spread":0.1846863666763373,"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."}}