{"id":"W4395482187","doi":"10.1017/sus.2024.19","title":"Leveraging capacity for transformative sustainability science: a theory of change from the Future Earth Pathways Initiative","year":2024,"lang":"en","type":"article","venue":"Global Sustainability","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth","funders":"","keywords":"Transformative learning; Sustainability; Earth system science; Earth (classical element); Sustainability science; Political science; Environmental ethics; Engineering ethics; Earth science; Sociology; Engineering; Sustainability organizations; Geology; Ecology; Philosophy; Biology; Physics","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","sts"],"consensus_categories":[],"category_scores_codex":[0.004287293,0.0003847067,0.000409712,0.0000330713,0.0007433978,0.0001818347,0.0009288117,0.0001653662,0.0003937589],"category_scores_gemma":[0.001948202,0.0002745398,0.0003338605,0.001751034,0.004012884,0.001507288,0.0004534611,0.0003592677,0.000008383164],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005972283,"about_ca_system_score_gemma":0.0008210051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002045793,"about_ca_topic_score_gemma":0.0005280488,"domain_scores_codex":[0.9960961,0.0004568349,0.0005430732,0.001027845,0.0008433282,0.001032822],"domain_scores_gemma":[0.9973624,0.0008653871,0.0001607874,0.0008322342,0.0005857467,0.0001933947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001357562,0.0008435503,0.09872092,0.002706694,0.0001340341,0.000034798,0.3721035,0.0003099142,0.0001372409,0.1946721,0.0007514129,0.3282284],"study_design_scores_gemma":[0.0003382802,0.0001669414,0.2198918,0.00003265042,0.00005326445,0.000003246562,0.1967962,0.0005477137,0.00043826,0.565351,0.01608328,0.0002973006],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819266,0.0007478211,0.004643766,0.005771581,0.000454943,0.00363347,0.001394367,0.0001441058,0.00128331],"genre_scores_gemma":[0.9983646,0.00002784406,0.0002706095,0.0004460861,0.0002364008,0.0005985234,0.00002116099,0.00001530606,0.00001944663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.370679,"threshold_uncertainty_score":0.9999707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04930579886748144,"score_gpt":0.2763831951724017,"score_spread":0.2270773963049203,"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."}}