{"meta":{"query_hash":"ed77df6b6963","filters":{"venue":"Suid-Afrikaanse tydskrif vir landbouvoorligting/South African journal of agricultural extension"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/ed77df6b6963","api":"https://metacan.xera.ac/api/v1/cohort?venue=Suid-Afrikaanse+tydskrif+vir+landbouvoorligting%2FSouth+African+journal+of+agricultural+extension"},"results":[{"id":"W1513796323","doi":"10.4314/sajae.v36i1.3715","title":"Towards professionalism in agricultural extension: The professional registration of Extensionists in South Africa – A dream or a reality? The role of the South African Society of Extensionists in South Africa – A dream or a reality? The role of the South African Society of Agricultural Extension (SASAE)","year":2007,"lang":"en","type":"article","venue":"Suid-Afrikaanse tydskrif vir landbouvoorligting/South African journal of agricultural extension","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Service (business); Agriculture; Dream; Professional association; Professional development; Extension (predicate logic); Public relations; Political science; Medicine; Business; Medical education; Psychology; Geography; Computer science; Marketing","score_opus":0.042250858668213605,"score_gpt":0.2755008534180874,"score_spread":0.2332499947498738,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1513796323","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20232187,0.060727183,0.00482561,0.56613183,0.0032632847,0.00022853304,0.000048485545,0.00006812791,0.1623851],"genre_scores_gemma":[0.8903509,0.026965836,0.0033372792,0.015997352,0.00076355174,0.000120669116,0.00004111982,0.00003221326,0.062391177],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99332523,0.0033847664,0.00030258394,0.00037431502,0.0012296126,0.0013834812],"domain_scores_gemma":[0.99017227,0.0037681425,0.0014552928,0.00024741926,0.0013604672,0.0029963278],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0099876,0.00020768933,0.0002435171,0.0015593279,0.0109820785,0.009996288,0.0007285834,0.003355132,0.005737377],"category_scores_gemma":[0.012418619,0.00030117316,0.00018068371,0.0025032393,0.013956019,0.008229767,0.00907963,0.0044498155,0.00092708896],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006935176,0.00014140042,0.016068058,0.0014209275,0.0000063965276,0.0019361709,0.44779518,0.00026338678,0.0020552238,0.23252727,0.07784138,0.21987525],"study_design_scores_gemma":[0.000011235533,0.00011770523,0.029764874,0.001841014,0.0000053237604,0.0011180466,0.20099378,0.00023757797,0.00038345918,0.033076793,0.7323975,0.000052628086],"about_ca_topic_score_codex":0.017604282,"about_ca_topic_score_gemma":0.023102729,"teacher_disagreement_score":0.017604282,"about_ca_system_score_codex":0.00766359,"about_ca_system_score_gemma":0.027565554,"threshold_uncertainty_score":0.055603504},"labels":[],"label_agreement":null},{"id":"W2934592576","doi":"10.17159/2413-3221/2019/v47n1a492","title":"Improving management practices of emerging cattle farmers in selected areas of the Eastern Cape Province: the role of agricultural extension","year":2019,"lang":"en","type":"article","venue":"Suid-Afrikaanse tydskrif vir landbouvoorligting/South African journal of agricultural extension","topic":"Rangeland Management and Livestock Ecology","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Central University of Technology; National Research Foundation","keywords":"Cape; Agriculture; Deworming; Quarter (Canadian coin); Socioeconomics; Geography; Agricultural science; Agricultural extension; Herd; Veterinary medicine; Medicine; Biology","score_opus":0.005120315291821621,"score_gpt":0.19894226747575652,"score_spread":0.19382195218393491,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2934592576","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99933845,0.00006425244,0.000016404596,0.000058812755,0.000001019336,0.000015164811,0.000018867298,6.2634456e-7,0.0004863347],"genre_scores_gemma":[0.9989219,0.0001880576,0.00012095981,0.000020755828,0.0000013553913,0.000012182582,0.000015177584,3.3932474e-7,0.0007193697],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9998134,0.000047908925,0.000009895894,0.000021153199,0.000025188943,0.000082598686],"domain_scores_gemma":[0.99946266,0.00008631679,0.00022136563,0.000011674501,0.0000552536,0.00016275363],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003002546,0.00027649407,0.00011580996,0.00045284972,0.0009758352,0.0005428963,0.00034108848,0.00019420667,0.0020499094],"category_scores_gemma":[0.00095692003,0.00013835127,0.00007637999,0.000671258,0.00047082955,0.0003102997,0.00034251655,0.00016444444,0.00012562923],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001298607,0.00031755626,0.90306705,0.00032826926,0.000025814343,0.005625779,0.035687182,0.00019186073,0.011393707,0.00023822201,0.0004996731,0.042495143],"study_design_scores_gemma":[0.000011677298,0.00030788168,0.9582616,0.00009594657,0.000012724664,0.0006065812,0.037548594,0.00013234364,0.00032985208,0.00004138935,0.0026422539,0.000009134437],"about_ca_topic_score_codex":0.07024107,"about_ca_topic_score_gemma":0.17185079,"teacher_disagreement_score":0.07024107,"about_ca_system_score_codex":0.0011840926,"about_ca_system_score_gemma":0.0014919512,"threshold_uncertainty_score":0.13966441},"labels":[],"label_agreement":null},{"id":"W4405238625","doi":"10.17159/2413-3221/2024/v52n4a18365","title":"Perceptions of Communal Farmers on Extension Support Services Accessibility in the Port St Johns, Eastern Cape Province","year":2024,"lang":"en","type":"article","venue":"Suid-Afrikaanse tydskrif vir landbouvoorligting/South African journal of agricultural extension","topic":"Agricultural Innovations and Practices","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Livelihood; Snowball sampling; Business; Agricultural extension; Agriculture; Production (economics); Likert scale; Vulnerability (computing); Agricultural productivity; Socioeconomics; Geography; Marketing","score_opus":0.024736039581594958,"score_gpt":0.2700301156572289,"score_spread":0.24529407607563394,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405238625","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9991732,0.000020806976,0.000009925519,0.00006731701,9.5337657e-7,0.0000064396972,0.000011116616,4.1515344e-7,0.00070973946],"genre_scores_gemma":[0.99947923,0.000061940744,0.0000164731,0.000012299683,9.012996e-7,0.0000055068676,0.000006524293,3.504211e-7,0.0004167768],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99961483,0.00010960468,0.000022240929,0.00003318756,0.00009590801,0.00012409514],"domain_scores_gemma":[0.9987255,0.0004342607,0.00040920288,0.000037020738,0.00015140435,0.00024252864],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00065436476,0.0001917711,0.00015055506,0.00059211144,0.0019834351,0.0010031612,0.00029509718,0.00023858811,0.0034906038],"category_scores_gemma":[0.0021808012,0.00013544818,0.000082312574,0.00094791886,0.0012471434,0.000552036,0.000723246,0.0002938322,0.00011645724],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014711008,0.00026136907,0.5903823,0.00020805586,0.00002709465,0.0064039133,0.37090608,0.00025790362,0.005846041,0.0010102628,0.000941681,0.023608254],"study_design_scores_gemma":[0.000004816426,0.00015785235,0.57617307,0.00008812256,0.000010100098,0.00045098676,0.41976106,0.00018892146,0.0002109908,0.00009197765,0.0028457707,0.000016312899],"about_ca_topic_score_codex":0.103967175,"about_ca_topic_score_gemma":0.18579727,"teacher_disagreement_score":0.103967175,"about_ca_system_score_codex":0.0013208519,"about_ca_system_score_gemma":0.0012817974,"threshold_uncertainty_score":0.20672405},"labels":[],"label_agreement":null},{"id":"W4407613051","doi":"10.17159/2413-3221/2023/v51n3a13952","title":"Assessing Awareness and Perceptions Towards the Existence of Indigenous Foods in Port St Johns of the Eastern Cape South Africa","year":2023,"lang":"en","type":"article","venue":"Suid-Afrikaanse tydskrif vir landbouvoorligting/South African journal of agricultural extension","topic":"Organic Food and Agriculture","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cape; Indigenous; Port (circuit theory); Perception; Geography; Indigenous culture; Ethnology; Socioeconomics; History; Sociology; Psychology; Archaeology; Engineering; Ecology; Biology","score_opus":0.03578797464977884,"score_gpt":0.24711040141430682,"score_spread":0.21132242676452798,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407613051","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99915063,0.000036696165,0.000017967419,0.000070858485,0.0000018634872,0.000055777928,0.000035288405,6.342476e-7,0.00063025276],"genre_scores_gemma":[0.99884796,0.00019464907,0.00015829898,0.000037118614,0.0000023822965,0.00007197251,0.000030743926,6.357624e-7,0.00065615453],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99972206,0.00006251602,0.000030431056,0.000027438919,0.00007664519,0.0000809743],"domain_scores_gemma":[0.9988533,0.00024841388,0.00048330016,0.000023003107,0.00013083067,0.0002611016],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060202036,0.0003145321,0.0001719684,0.00080848293,0.0010872657,0.00081447687,0.0004445399,0.0003125717,0.0028188103],"category_scores_gemma":[0.0024821113,0.0002914706,0.00019276747,0.0008470717,0.0007404682,0.00052498677,0.0006962114,0.000419323,0.000145831],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014641916,0.0005017906,0.80963063,0.00059288,0.000051291503,0.0051606214,0.15362073,0.00021895659,0.008487595,0.000429954,0.00088462885,0.020274503],"study_design_scores_gemma":[0.000009832065,0.00037662868,0.87749344,0.00021300881,0.000020880769,0.00054296997,0.11806826,0.00017330116,0.0004579313,0.00006869052,0.0025567897,0.000018375673],"about_ca_topic_score_codex":0.07621198,"about_ca_topic_score_gemma":0.13198107,"teacher_disagreement_score":0.07621198,"about_ca_system_score_codex":0.0013907553,"about_ca_system_score_gemma":0.0016705412,"threshold_uncertainty_score":0.15153676},"labels":[],"label_agreement":null},{"id":"W4412499695","doi":"10.17159/2413-3221/2025/v53n3a17790","title":"Social-Ecological Attributes of Conservation Agriculture in Southern Malawi","year":2025,"lang":"en","type":"article","venue":"Suid-Afrikaanse tydskrif vir landbouvoorligting/South African journal of agricultural extension","topic":"Agricultural Innovations and Practices","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"VLIRUOS; Vlaamse Interuniversitaire Raad; Universiteit Gent","keywords":"Agriculture; Geography; Conservation agriculture; Environmental resource management; Ecology; Agroforestry; Economics; Environmental science; Biology","score_opus":0.02884545557753863,"score_gpt":0.2605551513376211,"score_spread":0.23170969576008246,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412499695","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99929833,0.000072065406,0.00004070978,0.000095424824,6.6493936e-7,0.0000056598815,0.000029664823,6.1384685e-7,0.00045674652],"genre_scores_gemma":[0.9997496,0.000050980652,0.000049909708,0.000008687461,8.0496613e-7,0.0000039013044,0.000012199481,1.8037402e-7,0.00012374904],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9997359,0.00011038081,0.000013753519,0.000019406172,0.000040494837,0.00008007448],"domain_scores_gemma":[0.99932146,0.00014191032,0.00033926524,0.000020902253,0.000065360946,0.00011107419],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004159327,0.00011130781,0.00008875796,0.00066588505,0.0007699784,0.00068954617,0.000103605635,0.00011641716,0.0014926937],"category_scores_gemma":[0.0013282696,0.00007355759,0.00007500484,0.0008351209,0.0007647167,0.00033664296,0.0006307867,0.00018021022,0.000058075653],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002400196,0.000035642453,0.97189605,0.000047912104,0.000014748096,0.00022589584,0.013328345,0.00009973662,0.0009425999,0.00040237966,0.00017569431,0.012807127],"study_design_scores_gemma":[6.5703983e-7,0.000027752638,0.988612,0.00001677942,0.000004189326,0.00007170251,0.010031981,0.000117772186,0.000049599428,0.000083492516,0.0009813745,0.0000027105496],"about_ca_topic_score_codex":0.038428847,"about_ca_topic_score_gemma":0.101590775,"teacher_disagreement_score":0.038428847,"about_ca_system_score_codex":0.0010571469,"about_ca_system_score_gemma":0.00072380627,"threshold_uncertainty_score":0.07641035},"labels":[],"label_agreement":null}]}