{"id":"W2909283878","doi":"10.3390/su11020356","title":"Characteristics of Transformational Adaptation in Climate-Land-Society Interactions","year":2019,"lang":"en","type":"article","venue":"Sustainability","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Transformational leadership; Climate change; Environmental resource management; Status quo; Environmental planning; Sustainability; Context (archaeology); Business; Political science; Geography; Public relations; Ecology; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002124218,0.0001674625,0.0002465773,0.00147911,0.003467801,0.00322113,0.0005719243,0.0006568744,0.00369981],"category_scores_gemma":[0.01220362,0.0001808675,0.0004158589,0.002013574,0.005260937,0.002070308,0.004837901,0.0009383064,0.0003557702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002347341,"about_ca_system_score_gemma":0.001732912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004911447,"about_ca_topic_score_gemma":0.006594802,"domain_scores_codex":[0.9962541,0.002003309,0.0001675625,0.000252648,0.0006769056,0.0006454645],"domain_scores_gemma":[0.9905985,0.003725108,0.002057933,0.001014747,0.001194077,0.00140962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003448458,0.0004955328,0.5371518,0.0002634451,0.0001313626,0.002895926,0.3025491,0.002544432,0.00409287,0.05952679,0.003309302,0.08669458],"study_design_scores_gemma":[0.00001775391,0.0001846094,0.5799506,0.00007634233,0.00002519417,0.002043692,0.3351483,0.002502859,0.000758243,0.02393178,0.05529608,0.00006444696],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9351013,0.0001644243,0.003001644,0.001223112,0.00001874588,0.000145138,0.00008701483,0.00005069948,0.06020793],"genre_scores_gemma":[0.9990116,0.00003867057,0.0002653442,0.0000375622,0.000002888958,0.00003260129,0.00003501183,0.00000745663,0.0005688753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004911447,"threshold_uncertainty_score":0.01703119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04486910197210713,"score_gpt":0.3258771251157555,"score_spread":0.2810080231436483,"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."}}