{"id":"W4293451300","doi":"10.5751/es-13374-270321","title":"Panarchy: ripples of a boundary concept","year":2022,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Stockholms Universitet; Svenska Forskningsrådet Formas","keywords":"Novelty; Metaphor; Computer science; Set (abstract data type); Adaptation (eye); Data science; Management science; Cognitive science; Epistemology; Psychology; Engineering; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01083837,0.0005490598,0.0007267559,0.00449046,0.005764618,0.01093602,0.001700882,0.00254393,0.006283152],"category_scores_gemma":[0.03079165,0.0004546176,0.0008094731,0.005465316,0.04160777,0.03472604,0.009056407,0.004180912,0.0004947527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00478135,"about_ca_system_score_gemma":0.003522228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002636333,"about_ca_topic_score_gemma":0.001817865,"domain_scores_codex":[0.9927121,0.004439778,0.0003426047,0.000984043,0.001067339,0.0004541719],"domain_scores_gemma":[0.9870378,0.008169067,0.001436557,0.001857867,0.0008941731,0.0006046529],"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":[0.0000468679,0.0000117986,0.001254232,0.0002058256,0.00001135692,0.0002692037,0.07475014,0.0002832699,0.0003829394,0.9025654,0.002333303,0.01788566],"study_design_scores_gemma":[0.0000244213,0.00004972713,0.00156647,0.0004658004,0.00001506224,0.000587195,0.07492312,0.001028522,0.0003149857,0.807728,0.1132541,0.00004276176],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2822034,0.03014724,0.2651818,0.07375235,0.002541449,0.0003685569,0.0005345365,0.0006667924,0.3446039],"genre_scores_gemma":[0.9765404,0.001943588,0.01558029,0.001270687,0.0001544257,0.0001710534,0.000118963,0.0001355774,0.004084873],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01093602,"threshold_uncertainty_score":0.05731946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003526977242182674,"score_gpt":0.199036868346198,"score_spread":0.1955098911040153,"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."}}