{"id":"W4403103489","doi":"10.53555/sfs.v11i3.3046","title":"Modeling The Dynamics Of Schistocerca gregaria Swarms In Sindh, Pakistan With A Spatial Forecasting Method","year":2024,"lang":"en","type":"article","venue":"Journal of Survey in Fisheries Sciences","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Schistocerca; Dynamics (music); Computer science; Geography; Physics; Biology; Ecology; Locust","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002006444,0.0004143868,0.0002826505,0.0004159459,0.0004828803,0.0006525783,0.0005821805,0.0005379976,0.0009378166],"category_scores_gemma":[0.0007501595,0.0002758732,0.0003972551,0.0004620461,0.0003227527,0.0005084363,0.0004182362,0.0003502262,0.00009158539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006635114,"about_ca_system_score_gemma":0.000933892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1000573,"about_ca_topic_score_gemma":0.04608046,"domain_scores_codex":[0.9999257,0.00001646514,0.000006088438,0.00002015351,0.00001264901,0.00001889822],"domain_scores_gemma":[0.9997478,0.0001168799,0.00005732199,0.00001297857,0.00004204054,0.00002296375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001340829,0.0000131403,0.00905195,0.00001289121,0.00001401856,0.00007780848,0.00003232504,0.9866392,0.0003095302,0.0007438545,0.000154757,0.002937071],"study_design_scores_gemma":[0.00000205757,0.000005053594,0.0008119522,0.000001373333,0.000003746872,0.000005365852,0.00001861032,0.9989152,0.00003240606,0.0001236212,0.00007887567,0.000001715276],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9330587,0.000287145,0.05910048,0.0004499629,0.00005208549,0.00004977066,0.0007885579,0.0001809438,0.006032408],"genre_scores_gemma":[0.9954839,0.0001331344,0.003555381,0.00000917656,0.000008919532,0.00001740186,0.0001746642,0.000004873439,0.000612572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1000573,"threshold_uncertainty_score":0.1989497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07990139151977685,"score_gpt":0.2803669072224632,"score_spread":0.2004655157026864,"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."}}