{"id":"W2015684845","doi":"10.1126/science.1257890","title":"Coping with the curse of freshwater variability","year":2014,"lang":"en","type":"article","venue":"Science","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":192,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Engineering and Physical Sciences Research Council; Natural Environment Research Council; Sight Research UK","keywords":"Coping (psychology); Curse; Adaptation (eye); Psychology; Clinical psychology; Sociology; Neuroscience; Anthropology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004010702,0.00004428174,0.00006070196,0.00003459239,0.0006857429,0.0001060507,0.0007084904,0.00001110615,0.00008048575],"category_scores_gemma":[0.0000934776,0.00002430614,0.00001576368,0.0004843868,0.004055603,0.000171139,0.00006000858,0.00004974239,0.00001334552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003555106,"about_ca_system_score_gemma":0.000106565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006255741,"about_ca_topic_score_gemma":0.002153686,"domain_scores_codex":[0.9987295,0.0001541183,0.00007658397,0.0001857487,0.0006036262,0.0002503922],"domain_scores_gemma":[0.9994766,0.00007640964,0.0000388288,0.0002835445,0.00007229219,0.00005237877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004784188,0.0001886798,0.1475144,0.00008927665,0.00002404942,0.000001826295,0.223543,0.001455736,0.006970243,0.5952741,0.002242442,0.02264837],"study_design_scores_gemma":[0.0001355774,0.00005480652,0.01814693,0.00001318882,0.000009080865,2.210472e-7,0.00145241,0.0001855341,0.001680314,0.003796025,0.9744285,0.00009736214],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8828174,0.000007122719,0.01543028,0.01657037,0.000185298,0.0003496871,0.000001990306,0.0000597536,0.0845781],"genre_scores_gemma":[0.9985052,7.299152e-7,0.0008145843,0.0003101212,0.00003451065,0.000005019089,9.794957e-8,0.000002177396,0.0003275611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9721861,"threshold_uncertainty_score":0.9986548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01014601389566034,"score_gpt":0.2615934652396775,"score_spread":0.2514474513440172,"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."}}