{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"67998d1f79fa","filters":{"venue":"Asian Research Journal of Agriculture"}},"results":[{"id":"W3213088217","doi":"10.9734/arja/2021/v14i430140","title":"Determining the Coping Strategies towards Household Food Security Practiced by the Farmers in Flood Prone Areas","year":2021,"lang":"en","type":"article","venue":"Asian Research Journal of Agriculture","topic":"Agricultural risk and resilience","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Livelihood; Food security; Flood myth; Business; Coping (psychology); Agriculture; Socioeconomics; Marketing; Geography; Psychology; Economics","authors":[{"name":"M. E. Haque","is_ca":true},{"name":"Md. Nazrul Islam","is_ca":false},{"name":"M. J. Alam","is_ca":false},{"name":"M. Y. Uddin","is_ca":false},{"name":"Mohammad Mahfujul Haque","is_ca":true},{"name":"Md. Rafiqul Islam","is_ca":false},{"name":"Muhammad Abdul Majid","is_ca":false},{"name":"Md Golam Mostafa","is_ca":false},{"name":"Mursaleen Zebin Turin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05211611221120829,"gpt":0.3059581206815733,"spread":0.253842008470365,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001507229,0.0002009538,0.0002684904,0.00001898967,0.0007382149,0.0005879797,0.0009104726,0.000166785,0.00003995555],"category_scores_gemma":[0.0005932887,0.00004338009,0.0001734936,0.001400772,0.0002218901,0.0006209863,0.0001968829,0.001712768,0.000003875726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008876182,"about_ca_system_score_gemma":0.000142635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001066698,"about_ca_topic_score_gemma":0.001631042,"domain_scores_codex":[0.9964818,0.0009679851,0.0004506085,0.0002752068,0.001213711,0.0006107211],"domain_scores_gemma":[0.9980414,0.0005688592,0.0003082317,0.00009216939,0.0008161585,0.0001732179],"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":[0.0004793126,0.002494568,0.05861679,0.0001416978,0.0005439651,0.001001718,0.01604157,0.00042081,0.4829218,0.002033812,0.2346009,0.200703],"study_design_scores_gemma":[0.0006229419,0.001316754,0.7658172,0.0002423761,0.00003909733,0.0008060351,0.1664408,0.000005378459,0.01356673,0.0008751841,0.04992326,0.0003442274],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9672079,0.002152617,0.000001453777,0.02816418,0.0001057043,0.0003215769,0.00002286532,0.00001206815,0.002011653],"genre_scores_gemma":[0.9981796,0.0009694956,0.00002625611,0.0001504925,0.0004492287,0.00001333771,0.00001512149,0.000001485269,0.0001950114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7072005,"threshold_uncertainty_score":0.7441222,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408549374","doi":"10.9734/arja/2025/v18i1666","title":"Kerala’s Floral Exports: Insights on the Cut Flower Trade","year":2025,"lang":"en","type":"article","venue":"Asian Research Journal of Agriculture","topic":"Agricultural Economics and Practices","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"International trade; Economics; Horticulture; Business; Geography; Biology","authors":[{"name":"S.T.N. S. Júnior","is_ca":false},{"name":"Aditi Mathur","is_ca":false},{"name":"Anubhav Beniwal","is_ca":false},{"name":"Harsh Saharan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04310981992114715,"gpt":0.3001196066344199,"spread":0.2570097867132727,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001142386,0.0001961601,0.0002753446,0.00004779463,0.00067069,0.0003721878,0.0008569895,0.0001794901,0.0004258425],"category_scores_gemma":[0.0002879417,0.00004343998,0.0002619508,0.0008899877,0.0001162855,0.000443727,0.0001013057,0.001289566,0.00004647528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008940802,"about_ca_system_score_gemma":0.00004464945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004213343,"about_ca_topic_score_gemma":0.0007502257,"domain_scores_codex":[0.9978113,0.0004600929,0.00047099,0.0002417758,0.0005947247,0.0004210804],"domain_scores_gemma":[0.9983031,0.0008310593,0.0002694741,0.00009037578,0.0003251411,0.0001808408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002757406,0.0004157498,0.0008321863,0.00001214794,0.0002403331,0.0001476448,0.0008208381,0.00002559109,0.05349723,0.02301768,0.8808892,0.03982563],"study_design_scores_gemma":[0.0002089875,0.0005894674,0.1050591,0.0001558134,0.00002260513,0.00008880682,0.008105807,0.000004794902,0.005427415,0.003375148,0.8767715,0.0001906295],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8151634,0.0008725611,4.749868e-7,0.1488742,0.000380621,0.0002713685,0.00001021249,0.00001345125,0.03441377],"genre_scores_gemma":[0.9948576,0.0006028172,0.00002277661,0.001089497,0.0009962053,0.000009753516,0.0000120793,9.679761e-7,0.002408277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1796943,"threshold_uncertainty_score":0.5602595,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3209527451","doi":"10.9734/arja/2021/v14i430136","title":"Landless Urban Rooftop Farming Context of Soilless Culture for Microbe Frees Cultivation, Roof Security and Environmental Sustainability","year":2021,"lang":"en","type":"article","venue":"Asian Research Journal of Agriculture","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Hydroponics; Environmental science; Context (archaeology); Agriculture; Sustainability; Agronomy; Geography; Biology; Ecology","authors":[{"name":"K. C. Sahu","is_ca":false},{"name":"M. K. Satapathy","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01753032094207967,"gpt":0.2824737134261484,"spread":0.2649433924840687,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001307667,0.0001496193,0.0003478694,0.0000377441,0.0004149123,0.0001322733,0.0003011448,0.0002020278,0.00003155154],"category_scores_gemma":[0.0003870566,0.000057985,0.0001630344,0.0005114873,0.0001750912,0.000209942,0.0001261241,0.0004899165,4.597536e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001462614,"about_ca_system_score_gemma":0.00007884173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005505403,"about_ca_topic_score_gemma":0.0003492247,"domain_scores_codex":[0.9980466,0.0002808886,0.0005675568,0.000247175,0.0005235523,0.0003341883],"domain_scores_gemma":[0.9973586,0.0002173984,0.0003464589,0.00008093549,0.001878328,0.000118332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001682394,0.0008153763,0.02628663,0.0002838743,0.0002483267,0.00005104917,0.007903068,0.0000120302,0.8987612,0.01332042,0.02678178,0.02536797],"study_design_scores_gemma":[0.002405665,0.001847174,0.06427353,0.0005612539,0.00009600061,0.0007146949,0.3101696,0.0001277242,0.1721882,0.01733258,0.4295241,0.0007594053],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991496,0.003214431,0.00002450921,0.004212853,0.00009634853,0.0003793589,0.000248959,0.000005369833,0.0003221516],"genre_scores_gemma":[0.9985523,0.0002433164,0.0001516575,0.00003769509,0.0003741954,0.00001007355,0.0001445228,0.000001755422,0.0004845136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7265731,"threshold_uncertainty_score":0.3191212,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4417415284","doi":"10.9734/arja/2025/v18i4789","title":"An Economic Analysis of Isabgol and Chandrasur Crop in Malwa Plateau of Central India","year":2025,"lang":"en","type":"article","venue":"Asian Research Journal of Agriculture","topic":"Agricultural Economics and Practices","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Sample (material); Plateau (mathematics); Crop; Renting; Caste; Economic analysis; Benefit–cost ratio; Net income; Quarter (Canadian coin)","authors":[{"name":"Savita Chouhan","is_ca":false},{"name":"AK Sarawgi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02225447531075515,"gpt":0.3143685460919969,"spread":0.2921140707812417,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001101551,0.0001225337,0.0005014685,0.0001982978,0.00008827195,0.000085574,0.0004238757,0.0001577168,0.0001769063],"category_scores_gemma":[0.00007548868,0.00004211241,0.0001713971,0.001146479,0.0001158948,0.0004683465,0.00007185741,0.0004328142,0.00000109198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007102868,"about_ca_system_score_gemma":0.00004656488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008216565,"about_ca_topic_score_gemma":0.003867314,"domain_scores_codex":[0.9983969,0.000270849,0.0006089013,0.0001974584,0.000217083,0.000308857],"domain_scores_gemma":[0.9987854,0.0003060752,0.0004523446,0.00005637179,0.0002465229,0.000153262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007139915,0.0007140693,0.5590321,0.00008338438,0.001773102,0.00005478705,0.002122667,0.001252525,0.3687176,0.004497751,0.003285265,0.05775271],"study_design_scores_gemma":[0.0002271161,0.0004095951,0.9886492,0.00005844644,0.00009632744,0.00001262523,0.003979878,0.00008087603,0.004103591,0.0002584248,0.002033744,0.00009016453],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953535,0.0006028957,4.121191e-7,0.002162005,0.00006218419,0.0001323196,0.00006030246,0.000002192657,0.001624256],"genre_scores_gemma":[0.9987901,0.0008969434,0.00004761686,0.0000214261,0.0001100373,0.000001672133,0.00002267847,5.259783e-7,0.0001089631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4296171,"threshold_uncertainty_score":0.2158052,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4394014346","doi":"10.9734/arja/2024/v17i2434","title":"Do We Listen or Ignore Indigenous Practices? The Machobane Farming System - An Indigenous Farming Practice of Lesotho","year":2024,"lang":"en","type":"article","venue":"Asian Research Journal of Agriculture","topic":"Land Rights and Reforms","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ministry of the Environment, Conservation and Parks","funders":"","keywords":"Indigenous; Agriculture; Traditional knowledge; Geography; Agroforestry; Environmental science; Ecology; Biology","authors":[{"name":"Sissay Bekele Mekbib","is_ca":false},{"name":"A. O. Olaleye","is_ca":false},{"name":"Masia Johane","is_ca":false},{"name":"Taddese Wondimu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05804408403899014,"gpt":0.3627461422792308,"spread":0.3047020582402407,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003827902,0.0002368838,0.0003883259,0.0000903554,0.001030556,0.000783738,0.001104797,0.0002858729,0.00007824364],"category_scores_gemma":[0.0003488352,0.00003529763,0.0002319292,0.001418242,0.0001625497,0.001102535,0.000134613,0.001633597,0.0000179471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001722071,"about_ca_system_score_gemma":0.0002131569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008641022,"about_ca_topic_score_gemma":0.0008441112,"domain_scores_codex":[0.9959906,0.0008186921,0.0006857368,0.0003228308,0.001528543,0.0006535614],"domain_scores_gemma":[0.9966962,0.0009450114,0.0009107029,0.0001363398,0.001004738,0.0003070461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007468798,0.0008553424,0.0007208891,0.0007583878,0.0007757782,0.005146903,0.05063285,0.00003009157,0.06803325,0.0009748706,0.003893708,0.867431],"study_design_scores_gemma":[0.0002534139,0.002997696,0.004283884,0.001462679,0.0001598153,0.01113307,0.1821466,0.00001393194,0.001704136,0.0002095439,0.7953357,0.0002994982],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9536152,0.0194135,0.000007416467,0.02053691,0.0008006062,0.001188634,0.0001004147,0.00008077543,0.004256514],"genre_scores_gemma":[0.9893558,0.004535584,0.0002239241,0.00004416038,0.00253024,0.00001035529,0.00001767173,0.000005366416,0.003276896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8671315,"threshold_uncertainty_score":0.7926307,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}