{"id":"W4247714229","doi":"10.1890/1540-9295-9.8.424","title":"Dispatches","year":2011,"lang":"en","type":"review","venue":"Frontiers in Ecology and the Environment","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Food security; Agriculture; Population; International waters; Context (archaeology); Business; Food systems; Agricultural biodiversity; Environmental planning; Environmental resource management; Geography; Environmental science; Fishery; Biology; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001124743,0.0001947736,0.0007591583,0.00009549765,0.0003231929,0.00002426944,0.0004216772,0.0002341753,0.0001483797],"category_scores_gemma":[0.00001319901,0.0001257572,0.0001432088,0.00005708342,0.002041799,0.0000327733,0.0001434449,0.0002930478,0.0000664004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002070466,"about_ca_system_score_gemma":0.00003390107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002094597,"about_ca_topic_score_gemma":0.0003188199,"domain_scores_codex":[0.9980314,0.0009753621,0.0002695202,0.0002903951,0.0001002085,0.0003331221],"domain_scores_gemma":[0.9994965,0.00009814547,0.0001170201,0.0002350684,7.684095e-7,0.0000524685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001167961,0.00005482845,0.002626041,0.0004407253,0.0001782259,0.000008691763,0.007768894,0.000001483248,1.443319e-10,0.01028281,0.001145531,0.9774811],"study_design_scores_gemma":[0.0002904881,0.00001177765,0.0004003984,0.0001447426,0.0002632517,5.316007e-7,0.0005637548,7.064643e-7,3.311808e-9,0.004395822,0.9937917,0.0001368081],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000132024,0.9886784,0.0002045444,0.0003319461,0.0006731572,0.001039319,0.000003662512,0.00001374329,0.009042007],"genre_scores_gemma":[0.0001016191,0.9958751,0.0003367066,0.00007197302,0.00005830037,0.0002817651,0.000005472132,0.00001598899,0.00325313],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9926462,"threshold_uncertainty_score":0.7523094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02012427663312066,"score_gpt":0.2465502406975074,"score_spread":0.2264259640643867,"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."}}