{"id":"W1546572276","doi":"10.5751/es-02133-120226","title":"Developing Adaptation and Adapting Development","year":2007,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Climate change impacts on agriculture","field":"Agricultural and Biological Sciences","cited_by":178,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adaptation (eye); Climate change adaptation; Environmental resource management; Computer science; Geography; Climate change; Ecology; Biology; Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004058839,0.00007033945,0.00007920882,0.000002494166,0.0003431791,0.00002078426,0.00003205597,0.0001220493,0.0000336948],"category_scores_gemma":[0.00002612741,0.00002679007,0.00001761314,0.00008136206,0.00004096597,0.0000621059,0.00004716175,0.00007567698,0.000003273064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003397077,"about_ca_system_score_gemma":0.000006311855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001500745,"about_ca_topic_score_gemma":0.001732618,"domain_scores_codex":[0.9994915,0.00001357649,0.0001073946,0.0001396737,0.00004774282,0.0002001442],"domain_scores_gemma":[0.9996714,0.000189457,0.00004314316,0.00000912985,0.00002820944,0.00005868719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000034844,0.00008459864,0.2434447,0.00005215585,0.00009491956,0.00001369604,0.03324876,0.000002263391,0.09781101,0.003442593,0.002020536,0.61975],"study_design_scores_gemma":[0.00007764465,0.00003315012,0.9803333,0.000006800999,0.000003113138,0.00001299992,0.009386449,0.00002981197,0.0005794853,0.0001165896,0.009326055,0.00009459057],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981869,0.0001486347,0.00005242373,0.001201058,0.00005107651,0.00007587189,0.000001452513,0.00003431107,0.0002482194],"genre_scores_gemma":[0.9940298,0.0001455299,0.004722537,0.0009024206,0.00008663839,0.000002882568,0.00001960794,3.576286e-7,0.00009023757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7368886,"threshold_uncertainty_score":0.2639491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06597229377556804,"score_gpt":0.2583210145904214,"score_spread":0.1923487208148534,"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."}}