{"id":"W4415991440","doi":"10.1108/978-1-83662-494-320251019","title":"About Ecology: Structural Mechanisms to Improve Collaboration in Policy Issues","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cybernet Systems Corporation (Canada)","funders":"","keywords":"Complexity management; Variety (cybernetics); Cohesion (chemistry); Perspective (graphical); Value (mathematics); Investment (military)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001393793,0.0004424264,0.001059058,0.002737315,0.0001646903,0.0008155415,0.001166219,0.0005191631,0.003473599],"category_scores_gemma":[0.003101429,0.0003277099,0.0001975052,0.000779103,0.00004361204,0.0002251071,0.0007259352,0.0002966,0.001255438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003412157,"about_ca_system_score_gemma":0.000896795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004171789,"about_ca_topic_score_gemma":0.007189036,"domain_scores_codex":[0.994929,0.00009717262,0.001735863,0.001221796,0.001634114,0.0003821264],"domain_scores_gemma":[0.9960788,0.00105864,0.000497819,0.00120098,0.000937471,0.0002263005],"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":[0.00003302681,0.000002600057,0.00002469554,0.000005304798,0.00001073661,0.00001414414,0.0002441042,0.00007249082,0.00009450032,0.9140394,0.059978,0.025481],"study_design_scores_gemma":[0.0001916376,0.00009431252,0.0001843163,0.00007156396,0.000003923261,0.000003058454,0.0002888843,0.0008967004,0.00003056342,0.6461828,0.3517928,0.0002593767],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003074126,0.0005945261,0.0103541,0.003020718,0.0031918,0.001410693,0.0001736005,0.00009931426,0.9808478],"genre_scores_gemma":[0.02159053,0.000007865391,0.006187183,0.002009595,0.0004435982,0.00002690299,0.000007723901,0.00002763228,0.969699],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2918148,"threshold_uncertainty_score":0.9999175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05863382399246167,"score_gpt":0.4232074484811969,"score_spread":0.3645736244887352,"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."}}