{"id":"W2120257780","doi":"10.1139/a11-011","title":"Development of an adaptation toolbox to protect southeast Florida water supplies from climate change","year":2011,"lang":"en","type":"article","venue":"Environmental Reviews","topic":"Tropical and Extratropical Cyclones Research","field":"Earth and Planetary Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Toolbox; Adaptation (eye); Environmental resource management; Environmental science; Climate change adaptation; Geography; Ecology; Environmental planning; Environmental protection; Water resource management; Engineering; Biology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000150822,0.0001242871,0.0002059796,0.00002912639,0.00009184358,0.00001287813,0.0001775493,0.0000375225,0.005336205],"category_scores_gemma":[0.000004998966,0.00007359892,0.00004785157,0.00003776805,0.00004646635,0.000174701,0.00002686598,0.00007967456,0.003804576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006681353,"about_ca_system_score_gemma":0.000003649058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009592542,"about_ca_topic_score_gemma":0.00201269,"domain_scores_codex":[0.9988358,0.00008258976,0.0003146511,0.0002408678,0.0002355716,0.0002905032],"domain_scores_gemma":[0.9996065,0.000008736505,0.00003716032,0.0001647537,8.034106e-7,0.000182042],"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":[0.0001224043,0.00005065796,0.08414705,0.00002318835,0.00000610493,0.00000349821,0.005490627,0.000001655945,0.003786437,0.000004662998,0.000003654195,0.90636],"study_design_scores_gemma":[0.0001219286,0.0002076594,0.9413182,0.00002939646,0.000006821841,8.818815e-7,0.0004774317,0.00009685416,0.008265871,0.00006993585,0.04924973,0.0001553087],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978571,0.000685417,0.0001840633,0.00003278485,0.00006211209,0.0006614077,0.00007214643,0.00001038577,0.0004345597],"genre_scores_gemma":[0.9748665,0.0003175865,0.02433967,0.00006784522,0.00008728659,0.00004327628,0.0002582642,0.000004101953,0.00001546319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9062048,"threshold_uncertainty_score":0.9969711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1024945111507043,"score_gpt":0.2406380928303929,"score_spread":0.1381435816796886,"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."}}