{"id":"W4410161623","doi":"10.46840/ec.2024.21.737","title":"The “Good Enough Transformation” Project: a Case Study of Art, Culture, and Community-Based Initiatives in the Global Green Transition","year":2024,"lang":"en","type":"article","venue":"Economía Creativa","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Transformation (genetics); Transition (genetics); Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000853285,0.00008295611,0.0001033119,0.00002512087,0.0009272977,0.000174385,0.00012644,0.0000461921,0.00002540665],"category_scores_gemma":[0.00002637824,0.00004589053,0.00002893659,0.000312051,0.000189859,0.000317146,0.000008190023,0.0002272827,0.000001861495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009286041,"about_ca_system_score_gemma":0.0001540121,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02724901,"about_ca_topic_score_gemma":0.08341763,"domain_scores_codex":[0.9987077,0.0007584606,0.0002196042,0.00008327512,0.0001066288,0.0001243351],"domain_scores_gemma":[0.9994867,0.0003276563,0.00003878872,0.0000829519,0.00004233981,0.00002155619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002310227,0.0002283186,0.001281812,0.00003228246,0.00005236877,0.00004738794,0.9833528,0.00001245724,3.886931e-7,0.007891712,0.001893408,0.005183939],"study_design_scores_gemma":[0.0003608148,0.0002278159,0.002033858,0.0000396866,0.00002165083,0.00002489013,0.8236538,0.00007733061,0.000007728586,0.00051301,0.1729601,0.00007933006],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9088978,0.0002140844,0.00001987305,0.006421388,0.00005504032,0.001073275,0.00005067848,0.00002737425,0.08324055],"genre_scores_gemma":[0.9990995,0.00005495381,0.00001315587,0.00009956169,0.00003852081,0.00007458185,0.00001361078,0.000002433776,0.0006036802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1710667,"threshold_uncertainty_score":0.9792286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06366197516811468,"score_gpt":0.3356343598025636,"score_spread":0.2719723846344489,"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."}}