{"id":"W4313414837","doi":"10.33260/zictjournal.v6i1.152","title":"Toward Locust Management: Challenges and Technological opportunities, Sikaunzwe, Zambia","year":2022,"lang":"en","type":"article","venue":"Zambia ICT Journal","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre; Styrelsen för Internationellt Utvecklingssamarbete","keywords":"Desert locust; Locust; Livelihood; Agriculture; Environmental resource management; Focus group; Business; Thematic analysis; Environmental planning; Geospatial analysis; Geography; Qualitative research; Ecology; Cartography; Marketing; Biology; Schistocerca","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001538632,0.0002370364,0.0002803248,0.000579607,0.001405852,0.0001981432,0.0005983557,0.0001487663,0.0007698627],"category_scores_gemma":[0.00005620756,0.0002338738,0.00007219705,0.000473903,0.0003473692,0.0004680957,0.001512139,0.001049472,0.00003139489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001234748,"about_ca_system_score_gemma":0.00002649124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000664863,"about_ca_topic_score_gemma":0.000002758645,"domain_scores_codex":[0.9983108,0.00004447915,0.0004018966,0.0003171545,0.0004515831,0.0004740883],"domain_scores_gemma":[0.9993511,0.00002286365,0.0003068264,0.0001945938,0.0001040314,0.00002061695],"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":[0.00003922839,0.0001392476,0.0008187778,0.0000803963,0.0001319002,0.0006363072,0.0002690742,0.000003037632,0.00001233834,0.7047061,0.008372068,0.2847915],"study_design_scores_gemma":[0.0009983573,0.00005227539,0.01252459,0.00003741253,0.0000690691,0.0003845517,0.02513476,0.00009553832,0.00001610964,0.157117,0.8030543,0.0005160127],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3080448,0.00879259,0.001751847,0.0547097,0.002708338,0.001083481,0.000009613114,0.001363059,0.6215366],"genre_scores_gemma":[0.9928482,0.001989808,0.000865379,0.002362209,0.0003544525,0.00008145157,0.00001511373,0.00003353984,0.001449828],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7946823,"threshold_uncertainty_score":0.9998942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1116643213268736,"score_gpt":0.230520512005602,"score_spread":0.1188561906787284,"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."}}