{"id":"W4386000185","doi":"10.31235/osf.io/td59a","title":"Averting lock-in risks in social-ecological systems: a roadmap for pluralistic research and governance","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Sustainability; Corporate governance; Sociology; Political science; Environmental resource management; Knowledge management; Business; Ecology; Computer science; Economics","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":[0.1113672,0.002618198,0.004396313,0.007619631,0.01329907,0.03205,0.009428702,0.02140328,0.01384102],"category_scores_gemma":[0.0527655,0.00138948,0.003664539,0.005920496,0.07665254,0.0671341,0.03728971,0.02312316,0.002109781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01794543,"about_ca_system_score_gemma":0.07979304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006710907,"about_ca_topic_score_gemma":0.008307435,"domain_scores_codex":[0.9463248,0.03598173,0.00244106,0.004786241,0.005714183,0.004751971],"domain_scores_gemma":[0.8590065,0.09765221,0.004158955,0.01580876,0.0126139,0.01075967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009723579,0.0005281461,0.002005061,0.005118094,0.0001528716,0.0005866552,0.04077855,0.003742912,0.0009306073,0.7886534,0.01899942,0.1384071],"study_design_scores_gemma":[0.00003091378,0.0001150924,0.0005911055,0.003718314,0.00004551383,0.0001436658,0.0375088,0.001157402,0.0003451038,0.8532283,0.1030391,0.00007666486],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01201538,0.08860552,0.1181643,0.7257483,0.003008262,0.0009069236,0.0002179063,0.000535286,0.05079821],"genre_scores_gemma":[0.5136749,0.1036487,0.3208112,0.04594549,0.002637072,0.003922162,0.0005341589,0.0003822825,0.008444013],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1113672,"threshold_uncertainty_score":0.5889733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3318346305464123,"score_gpt":0.427546959762835,"score_spread":0.09571232921642264,"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."}}