{"id":"W2751764714","doi":"10.1057/palcomms.2017.92","title":"Transformation, adaptation and development: relating concepts to practice","year":2017,"lang":"en","type":"article","venue":"Palgrave Communications","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":201,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre; Department for International Development; Government of the United Kingdom","keywords":"Transformation (genetics); Adaptation (eye); Development (topology); Epistemology; Computer science; Process management; Psychology; Philosophy; Business; Mathematics; Biology; Neuroscience","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0231415,0.0008689165,0.0009347342,0.007511531,0.005495028,0.02266892,0.002510241,0.006322068,0.004644508],"category_scores_gemma":[0.02119155,0.00048721,0.0005552224,0.01130804,0.1284024,0.02103048,0.0108727,0.006742527,0.0005386709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01453738,"about_ca_system_score_gemma":0.009319077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004029955,"about_ca_topic_score_gemma":0.002070059,"domain_scores_codex":[0.9569544,0.03662439,0.001126366,0.001630358,0.002593247,0.001071185],"domain_scores_gemma":[0.9603184,0.03251346,0.002107169,0.002534882,0.001627297,0.0008986642],"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":[0.000004055555,0.00001003065,0.0001804101,0.0001201072,0.000002694393,0.00005677273,0.0148131,0.0002219594,0.00002500566,0.9799436,0.0007492042,0.003873132],"study_design_scores_gemma":[0.000007231492,0.00001614101,0.0003506767,0.000819382,0.000002840007,0.0001116032,0.03907575,0.000680816,0.00007283072,0.8910024,0.06784765,0.00001272848],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04476651,0.06036124,0.1282894,0.1541354,0.001895422,0.0004609557,0.0001426388,0.0001887056,0.6097597],"genre_scores_gemma":[0.9491395,0.01460668,0.02622631,0.00362078,0.0005066532,0.0005805243,0.00007324782,0.00006614482,0.005180092],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0231415,"threshold_uncertainty_score":0.1223853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07673373632352473,"score_gpt":0.341433030693424,"score_spread":0.2646992943698993,"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."}}