{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"c70fc3a16e54","filters":{"venue":"Journal of Agricultural Engineering"}},"results":[{"id":"W2148256453","doi":"10.4081/jae.2015.467","title":"Avocado oil extraction processes: method for cold-pressed high-quality edible oil production versus traditional production","year":2015,"lang":"en","type":"article","venue":"Journal of Agricultural Engineering","topic":"Plant Physiology and Cultivation Studies","field":"Agricultural and Biological Sciences","cited_by":85,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Persea; Edible oil; Oil mill; Pulp and paper industry; Extraction (chemistry); Pulp (tooth); Food industry; Olive oil; Palm oil; Biotechnology; Engineering; Mathematics; Horticulture; Environmental science; Agricultural engineering; Food science; Agricultural science; Biology; Chemistry","authors":[{"name":"Giacomo Costagli","is_ca":false},{"name":"Matteo Betti","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09412291083964523,"gpt":0.2875950319867796,"spread":0.1934721211471344,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005959245,0.0001587157,0.000260713,0.00002270261,0.0001710865,0.00003695086,0.0001188966,0.00009764392,0.000007218666],"category_scores_gemma":[0.001148222,0.00006158723,0.000098813,0.0003590469,0.00001787742,0.0007337693,0.00001347271,0.000202276,0.00000262002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009249507,"about_ca_system_score_gemma":0.00002652847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001318316,"about_ca_topic_score_gemma":0.00001720885,"domain_scores_codex":[0.9988455,0.00005427217,0.0004055015,0.0002013357,0.0003068688,0.0001865209],"domain_scores_gemma":[0.9982384,0.0003080614,0.0003774518,0.00002777886,0.0009536062,0.00009474604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000307266,0.0001116193,0.00001688979,0.00007417288,0.00008410974,7.344879e-7,0.0001099711,0.01316135,0.9771821,0.0001884605,0.005342428,0.003420855],"study_design_scores_gemma":[0.002710313,0.001632889,0.2514993,0.0004309384,0.0002795504,0.0004732776,0.004286168,0.0001573723,0.7111753,0.0003606136,0.02600511,0.0009891079],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939598,0.0002498815,0.0002052231,0.002672943,0.002693226,0.00007368477,0.00002726284,0.00005957195,0.00005841527],"genre_scores_gemma":[0.9885771,0.0001616734,0.005554515,0.00002258348,0.004852843,0.00004899929,0.0001131085,0.000001919778,0.0006672371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2660068,"threshold_uncertainty_score":0.2511454,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4308504795","doi":"10.4081/jae.2022.1387","title":"Aeroponic systems design: considerations and challenges","year":2022,"lang":"en","type":"article","venue":"Journal of Agricultural Engineering","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Ontario Tech University","funders":"Mitacs","keywords":"Agricultural engineering; Process engineering; Environmental science; Computer science; Mechanical engineering; Engineering; Environmental engineering","authors":[{"name":"Albert Min","is_ca":true},{"name":"Nam P. Nguyen","is_ca":true},{"name":"Liam Howatt","is_ca":true},{"name":"Marlowe Tavares","is_ca":true},{"name":"Jaho Seo","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04089458109801621,"gpt":0.1909062546301559,"spread":0.1500116735321397,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005566138,0.0001013913,0.0001874599,0.00003023127,0.0002931205,0.00008515469,0.0001149204,0.00003175867,0.00005110029],"category_scores_gemma":[0.00004920777,0.00003804445,0.00005796371,0.0002018568,0.000009520482,0.0001403901,0.00006123291,0.0002376539,0.000001128507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007491157,"about_ca_system_score_gemma":0.0000110268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001073639,"about_ca_topic_score_gemma":0.000003225521,"domain_scores_codex":[0.9990675,0.00007008448,0.0003651849,0.00009535432,0.0002521053,0.0001498102],"domain_scores_gemma":[0.9993433,0.0002146029,0.0002118299,0.0000268249,0.0001476897,0.00005573088],"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":[0.00001937576,0.0001364232,0.00007184642,0.00006723415,0.0001976135,0.00006565507,0.0007928828,0.3584766,0.5261594,0.108017,0.003211884,0.00278403],"study_design_scores_gemma":[0.003684493,0.01031761,0.2101912,0.0007308866,0.0004459125,0.05564018,0.04725527,0.07784285,0.006452879,0.002737784,0.5804492,0.004251696],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789175,0.01629909,0.00008527207,0.003218358,0.001082342,0.0001912727,0.00001135306,0.00003409472,0.0001606614],"genre_scores_gemma":[0.9987283,0.0005164486,0.0003588853,0.00001882321,0.0003122421,0.0000117288,0.000002999458,0.000001021967,0.00004948868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5772374,"threshold_uncertainty_score":0.2254476,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3203543550","doi":"10.4081/jae.2021.1185","title":"Energy efficiency of a hybrid cable yarding system: A case study in the North-Eastern Italian Alps under real working conditions","year":2021,"lang":"en","type":"article","venue":"Journal of Agricultural Engineering","topic":"Forest Biomass Utilization and Management","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Automotive engineering; Energy consumption; Engineering; Winch; Fuel efficiency; Greenhouse gas; Environmental science; Propulsion; Efficient energy use; Work (physics); Electrical engineering; Marine engineering; Mechanical engineering; Ecology","authors":[{"name":"Alberto Cadei","is_ca":false},{"name":"Omar Mologni","is_ca":true},{"name":"Luca Marchi","is_ca":false},{"name":"Francesco Sforza","is_ca":false},{"name":"Dominik Röser","is_ca":true},{"name":"Raffaele Cavalli","is_ca":false},{"name":"Stefano Grigolato","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01170148039696133,"gpt":0.2026795858321324,"spread":0.190978105435171,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001608264,0.0001344761,0.0002231714,0.0001438606,0.00004429439,0.00005982798,0.0001336026,0.00002015134,0.000004844298],"category_scores_gemma":[0.00001050207,0.00008719346,0.00009588611,0.0005510344,0.00000692106,0.0001463341,0.00002974802,0.0001312671,6.487789e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001302878,"about_ca_system_score_gemma":0.00001204646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009675859,"about_ca_topic_score_gemma":0.0004662924,"domain_scores_codex":[0.9989882,0.00003438349,0.0004699351,0.00008267357,0.0002469576,0.0001778693],"domain_scores_gemma":[0.9996057,0.0000456961,0.00009809351,0.0001038129,0.00009521079,0.00005151395],"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":[0.000001466973,0.00007255118,0.003146715,0.0001141009,0.0001160893,0.002914251,0.0008609269,0.9904878,0.001543724,0.0005306693,0.0001514837,0.00006023827],"study_design_scores_gemma":[0.004317777,0.0004980687,0.2519114,0.002441966,0.0007047756,0.05406349,0.2426368,0.4358127,0.005026457,0.000009418651,0.001237227,0.001339999],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921727,0.0002215966,0.006504603,0.00002286526,0.0003791004,0.00009399814,0.000002532901,0.00003824655,0.0005643491],"genre_scores_gemma":[0.9997154,0.00002564099,0.000111467,0.000005393902,0.00008658835,0.000006404041,0.00000511198,0.00001116733,0.00003281123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5546751,"threshold_uncertainty_score":0.3555646,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401981874","doi":"10.4081/jae.2024.1595","title":"Residual attention based multi-label learning for apple leaf disease identification","year":2024,"lang":"en","type":"article","venue":"Journal of Agricultural Engineering","topic":"Smart Agriculture and AI","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Science North","funders":"National Natural Science Foundation of China","keywords":"Residual; Identification (biology); Machine learning; Artificial intelligence; Computer science; Mathematics; Veterinary medicine; Biology; Medicine; Algorithm; Botany","authors":[{"name":"Changjian Zhou","is_ca":false},{"name":"Zhenyuan Zhao","is_ca":false},{"name":"Wenzhuo Chen","is_ca":false},{"name":"Yuquan Feng","is_ca":false},{"name":"Jia Song","is_ca":true},{"name":"Wensheng Xiang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01712564045235677,"gpt":0.2229571635675217,"spread":0.205831523115165,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002839258,0.0001623361,0.0001715281,0.00003253267,0.0001300558,0.0002309542,0.0001613216,0.00007034326,0.00002080026],"category_scores_gemma":[0.000128764,0.00005366017,0.0002274686,0.0003501592,0.000009021194,0.0004096184,0.00001689275,0.0002354817,0.00001193013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005607718,"about_ca_system_score_gemma":0.00001022111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004379729,"about_ca_topic_score_gemma":0.000007040226,"domain_scores_codex":[0.9989359,0.00002317734,0.0003915676,0.0001806304,0.000250284,0.0002184861],"domain_scores_gemma":[0.9993138,0.0001759287,0.0001359719,0.00002407221,0.000205429,0.0001447862],"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":[0.00002489073,0.00007024813,0.0005590732,0.00008410712,0.00004665864,0.00001033809,0.00004284707,0.006652121,0.979341,0.0001327126,0.004357318,0.00867872],"study_design_scores_gemma":[0.0007278803,0.0004359667,0.8922262,0.0006073926,0.0002575221,0.0000724651,0.0005969901,0.05584311,0.01222932,0.0000222968,0.03639751,0.0005833458],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929217,0.001073861,0.00267286,0.002187468,0.0007743229,0.00022054,0.00002280356,0.0001206909,0.000005772165],"genre_scores_gemma":[0.9962525,0.00003296494,0.001174629,0.00002351333,0.001685493,0.00001850688,0.0001777557,0.00000237058,0.0006322367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9671116,"threshold_uncertainty_score":0.2227097,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}