{"id":"W2964068411","doi":"10.1038/s41558-019-0539-0","title":"Is adaptation success a flawed concept?","year":2019,"lang":"en","type":"article","venue":"Nature Climate Change","topic":"Agricultural risk and resilience","field":"Agricultural and Biological Sciences","cited_by":167,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Sight Research UK; Economic and Social Research Council; National Science Foundation; Department for International Development, UK Government; Natural Environment Research Council; International Development Research Centre","keywords":"Adaptation (eye); Futures contract; Climate change adaptation; Foundation (evidence); Environmental resource management; Political science; Business; Climate change; Economics; Psychology; Ecology; Finance","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007797871,0.0001440887,0.0001524174,0.000007508937,0.0001412539,0.00005204145,0.0002476505,0.0002927872,0.001294829],"category_scores_gemma":[0.0000117051,0.00004270548,0.00008731675,0.0003086508,0.00003214534,0.0002655683,0.00006751835,0.0002763502,0.0004390994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002071589,"about_ca_system_score_gemma":0.00000188089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001135756,"about_ca_topic_score_gemma":0.0002239181,"domain_scores_codex":[0.9989618,0.00003190287,0.0001249519,0.0003149117,0.000243578,0.0003228785],"domain_scores_gemma":[0.9996201,0.00007422866,0.00008599645,0.00005266423,0.00008779304,0.00007924054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002428273,0.0002928924,0.2798756,0.0001262274,0.00004293151,0.00003368944,0.008398137,0.00001194387,0.3465888,0.007094152,0.01189338,0.3453993],"study_design_scores_gemma":[0.0002412788,0.0002443964,0.9432153,0.00007718116,0.00001308445,0.000009314535,0.001981255,0.000237007,0.007152768,0.0001223525,0.04633497,0.0003711507],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923145,0.001450487,1.435613e-7,0.00304154,0.0004709771,0.0003749989,0.00009394912,0.00008833713,0.002165137],"genre_scores_gemma":[0.9963596,0.0005726155,0.00002194776,0.001819022,0.0006098719,0.00002162899,0.00013421,8.570414e-7,0.0004602458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6633396,"threshold_uncertainty_score":0.9996181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02684815270780945,"score_gpt":0.2551855739658427,"score_spread":0.2283374212580333,"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."}}