{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"eae3a03bb173","filters":{"venue":"Zambia ICT Journal"}},"results":[{"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,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"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","authors":[{"name":"Brian Halubanza","is_ca":false},{"name":"Jackson Phiri","is_ca":false},{"name":"Phillip O. Y. Nkunika","is_ca":false},{"name":"Mayumbo Nyirenda","is_ca":false},{"name":"Douglas Kunda","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1116643213268736,"gpt":0.230520512005602,"spread":0.1188561906787284,"validation_status":"score_only:v0-immature-baseline"},"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"},"labels":[],"label_agreement":null},{"id":"W4387581105","doi":"10.33260/zictjournal.v7i2.266","title":"Locust Infestations and Mobile Phones: Exploring the Potential of Digital Tools to Enhance Early Warning Systems and Response Mechanisms","year":2023,"lang":"en","type":"article","venue":"Zambia ICT Journal","topic":"Insects and Parasite Interactions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"International Development Research Centre; Styrelsen för Internationellt Utvecklingssamarbete","keywords":"Locust; Mobile phone; Population; Business; Migratory locust; Geography; Dissemination; Agriculture; Socioeconomics; Environmental health; Medicine; Computer science; Ecology; Biology; Telecommunications","authors":[{"name":"Brian Halubanza","is_ca":false},{"name":"Jackson Phiri","is_ca":false},{"name":"Mayumbo Nyirenda","is_ca":false},{"name":"Phillip O. Y. Nkunika","is_ca":false},{"name":"Douglas Kunda","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02215433264595898,"gpt":0.2745530028843976,"spread":0.2523986702384386,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000401337,0.00007591367,0.0000892704,0.00006787525,0.0003960857,0.0003657057,0.00009229704,0.0000200761,0.00009169219],"category_scores_gemma":[0.00008938411,0.00005718404,0.00002843772,0.0002191841,0.00005482216,0.0008216269,0.00009394056,0.0001648977,0.0001063143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003852763,"about_ca_system_score_gemma":0.00001063587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001770567,"about_ca_topic_score_gemma":0.00001364622,"domain_scores_codex":[0.9992257,0.00007301749,0.0002059857,0.0001152328,0.0002083796,0.0001717373],"domain_scores_gemma":[0.9994898,0.0002150984,0.00008929479,0.00009335352,0.00001748618,0.00009491106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005692834,0.00008304836,0.01621578,0.0000234606,0.00008077647,0.000173576,0.04333841,0.05319587,0.8368464,0.0001464851,0.001366721,0.04796023],"study_design_scores_gemma":[0.0006319018,0.00144331,0.9381271,0.0003720645,0.00007182565,0.001978233,0.02401315,0.006837913,0.013194,0.0007114347,0.01204166,0.0005774158],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945887,0.00001629204,0.004495724,0.0001552185,0.000391394,0.0001404575,0.00001869582,0.00001691883,0.0001766236],"genre_scores_gemma":[0.9991646,0.00005522753,0.0001154866,0.00001721783,0.00004821102,0.00002814319,0.000001105373,0.000009599578,0.0005604526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9219113,"threshold_uncertainty_score":0.3526509,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}