{"id":"W4310004272","doi":"10.1007/s11625-022-01251-7","title":"Disruptive seeds: a scenario approach to explore power shifts in sustainability transformations","year":2022,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Scholarship; Sustainability; Corporate governance; Power (physics); Futures contract; Sociology; Political science; Economics; Ecology; Management","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005319478,0.0003797919,0.0003915874,0.0003346202,0.00178889,0.0001592086,0.00191757,0.00007202837,0.00118401],"category_scores_gemma":[0.00354429,0.0003924271,0.0001560875,0.007293311,0.002313993,0.001844114,0.002139302,0.0006851881,0.00003154118],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02267823,"about_ca_system_score_gemma":0.00124168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001827627,"about_ca_topic_score_gemma":0.0002500799,"domain_scores_codex":[0.9935888,0.0004127186,0.0006697219,0.001657111,0.001893501,0.001778164],"domain_scores_gemma":[0.9975361,0.000160473,0.0001379137,0.001317771,0.0003464882,0.0005013158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004899572,0.003779823,0.1886689,0.0003222078,0.000006394175,0.00008749376,0.644386,0.1487494,0.0001461855,0.00927402,0.0007209579,0.00336867],"study_design_scores_gemma":[0.0004899894,0.0003098859,0.2989067,0.00000437715,0.000006298147,0.0000148343,0.6499482,0.002253845,0.00005102438,0.04141057,0.006027207,0.0005770076],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767526,0.00003120041,0.0008134148,0.005359259,0.000180872,0.00354072,0.00003684668,0.0001142153,0.01317081],"genre_scores_gemma":[0.9967296,0.000001983023,0.0003923895,0.0005120274,0.00001452174,0.00190403,0.000008015088,0.00002182185,0.0004156658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1464956,"threshold_uncertainty_score":0.9998528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02070995280556109,"score_gpt":0.2751586632737171,"score_spread":0.254448710468156,"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."}}