{"id":"W4382918754","doi":"10.1002/ps.7638","title":"Assessment of the socio‐economic impacts associated with the arrival of apple snail (<i>Pomacea canaliculata</i>) in Mwea irrigation scheme, Kenya","year":2023,"lang":"en","type":"article","venue":"Pest Management Science","topic":"Mollusks and Parasites Studies","field":"Agricultural and Biological Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Centre for International Agricultural Research; Agriculture and Agri-Food Canada; European Commission; Directorate-General for International Partnerships; Direktion für Entwicklung und Zusammenarbeit; Foreign, Commonwealth and Development Office; Ministry of Agriculture of the People's Republic of China","keywords":"Pomacea canaliculata; Snail; Irrigation; Livelihood; Agriculture; Agricultural science; Paddy field; Biology; Revenue; Geography; Business; Socioeconomics; Agricultural economics; Ecology; Economics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001031697,0.00009330308,0.0001376342,0.00002782267,0.0003277393,0.00003856567,0.000553957,0.00001870917,0.00003768476],"category_scores_gemma":[0.00002423178,0.00002818569,0.00004748729,0.001352944,0.0004971769,0.00008307588,0.0002514396,0.00006345587,0.000004521792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000949937,"about_ca_system_score_gemma":0.00002714057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0028266,"about_ca_topic_score_gemma":0.0161636,"domain_scores_codex":[0.9988468,0.00004964152,0.0001882534,0.0002301218,0.0004181122,0.0002671063],"domain_scores_gemma":[0.9995111,0.0001009022,0.0002148475,0.0001048768,0.00003676945,0.00003146714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004133094,0.00004096801,0.9783724,0.00001370065,0.00003005053,0.00000120441,0.0001908732,0.001726369,0.01235195,0.005603407,0.0007917083,0.0008732384],"study_design_scores_gemma":[0.0001116375,0.00004312997,0.9959618,0.00003299059,0.00001180966,1.855419e-7,0.0005098138,0.002496691,0.0002215822,0.0002150296,0.0003264603,0.00006889029],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923851,0.00001507306,0.000001750647,0.002453034,0.00005954864,0.0003265141,0.00002602958,0.00001479836,0.004718135],"genre_scores_gemma":[0.9995089,0.00001871097,0.00002692922,0.00006461479,0.00001511825,0.00002217092,0.00000975355,6.501161e-7,0.0003331342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01758938,"threshold_uncertainty_score":0.9019667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0172256824256504,"score_gpt":0.2578219611240123,"score_spread":0.2405962786983619,"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."}}