{"id":"W4404588694","doi":"10.5751/es-15534-290423","title":"Convergence research as transdisciplinary knowledge coproduction within cases of effective collaborative governance of social-ecological systems","year":2024,"lang":"en","type":"article","venue":"Ecology and Society","topic":"University-Industry-Government Innovation Models","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coproduction; Collaborative governance; Corporate governance; Convergence (economics); Environmental governance; Environmental resource management; Environmental planning; Business; Ecology; Knowledge management; Political science; Sociology; Geography; Computer science; Public relations; Economics; Economic growth; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011485,0.00009845784,0.0002292218,0.00005424053,0.0003391025,0.00003277933,0.0001026292,0.0003013796,0.0001187466],"category_scores_gemma":[0.0001120405,0.00009277709,0.00005621723,0.0009882277,0.0006039866,0.0004721982,0.0001279463,0.0004114568,0.00001814943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001384878,"about_ca_system_score_gemma":0.0001189227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005236806,"about_ca_topic_score_gemma":0.00003182808,"domain_scores_codex":[0.9990502,0.00008577359,0.0002217501,0.0002809562,0.00020206,0.0001592312],"domain_scores_gemma":[0.9989415,0.0003184137,0.0001593857,0.00007118361,0.0005019769,0.0000075726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002523738,0.0005859719,0.02965476,0.002425442,0.0004677316,0.00004655285,0.02512265,0.0003821634,0.00531862,0.8974721,0.03803238,0.000239296],"study_design_scores_gemma":[0.002541496,0.001026499,0.7492471,0.0004697404,0.0004049663,0.00003252212,0.1688502,0.0335488,0.004896132,0.01239461,0.02575528,0.0008325632],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921443,0.0002892638,0.00003792081,0.0007125261,0.0006321225,0.000467716,0.00002615143,0.00003285676,0.005657126],"genre_scores_gemma":[0.9982308,0.00003627659,0.00002380168,0.00003950236,0.0002518732,0.00002620273,0.000009065162,0.00000727113,0.001375239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8850775,"threshold_uncertainty_score":0.378334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03304358978352386,"score_gpt":0.3076197427271973,"score_spread":0.2745761529436735,"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."}}