{"id":"W2972311763","doi":"10.1002/pan3.10048","title":"A complex systems framework for the sustainability doughnut","year":2019,"lang":"en","type":"article","venue":"People and Nature","topic":"Sustainability and Ecological Systems Analysis","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; Canada First Research Excellence Fund","keywords":"Planetary boundaries; Sustainability; Social equality; Poverty; Equity (law); Natural resource economics; Geography; Economics; Business; Public economics; Economic growth; Political science; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0005377407,0.0001044325,0.0002074365,0.00001072684,0.0002649498,0.00006783263,0.0001964205,0.0002554981,0.0008119749],"category_scores_gemma":[0.000444162,0.00005910602,0.0000960157,0.0002674755,0.000082143,0.00007814687,0.0001423503,0.0002750361,0.00003865871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001528479,"about_ca_system_score_gemma":0.00000927462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007578958,"about_ca_topic_score_gemma":0.0004444036,"domain_scores_codex":[0.9990546,0.00005902219,0.0001462963,0.0003121872,0.0001584695,0.0002693961],"domain_scores_gemma":[0.9986516,0.0008761685,0.00005329203,0.0003268225,0.00003109067,0.00006103298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006577025,0.00006449209,0.972699,0.000190947,0.0000451909,8.430175e-7,0.0007414937,0.001779279,0.000017891,0.0190859,0.003569672,0.001739462],"study_design_scores_gemma":[0.0002020171,0.00008287671,0.8426842,0.000004603821,0.00004181078,0.000003761895,0.005669839,0.007355352,0.000002995017,0.02404102,0.1197622,0.0001492615],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902145,0.0007150836,0.002126117,0.00474068,0.0002137882,0.00134647,0.00000923521,0.00003144233,0.000602676],"genre_scores_gemma":[0.9982229,0.00001989838,0.0001501437,0.0003805261,0.0000706201,0.000111788,0.000004280884,0.000005242347,0.001034553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1300148,"threshold_uncertainty_score":0.8890556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006855442378908051,"score_gpt":0.2494543485777015,"score_spread":0.2425989061987934,"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."}}