{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"ca39b6671a02","filters":{"venue":"Journal of Applied Communications"}},"results":[{"id":"W2736689687","doi":"10.4148/1051-0834.1312","title":"Framing of Mad Cow Media Coverage","year":2005,"lang":"en","type":"article","venue":"Journal of Applied Communications","topic":"Animal Disease Management and Epidemiology","field":"Agricultural and Biological Sciences","cited_by":45,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Newspaper; Framing (construction); Outbreak; Bovine spongiform encephalopathy; Media coverage; Advertising; Geography; Disease; Socioeconomics; Business; Medicine; Sociology; Media studies","authors":[{"name":"Amanda M. Ruth","is_ca":false},{"name":"Emily E. Eubanks","is_ca":false},{"name":"Ricky Telg","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04204423227344904,"gpt":0.2614468782184738,"spread":0.2194026459450248,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003514013,0.00005427112,0.000169345,0.00001647822,0.00009556059,0.00000916266,0.0006639597,0.00004022342,0.0002145077],"category_scores_gemma":[0.00005331492,0.00002236798,0.00008622995,0.0001330168,0.00008335974,0.00006565708,0.0001557701,0.0001376889,0.00001867318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001377115,"about_ca_system_score_gemma":0.000006618178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009734812,"about_ca_topic_score_gemma":0.0001443761,"domain_scores_codex":[0.9993449,0.00004526017,0.0003644942,0.00004762203,0.0001035962,0.00009408182],"domain_scores_gemma":[0.9989248,0.0004905185,0.0003472349,0.0001161371,0.0000655912,0.00005572887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002833061,0.0008842582,0.01502358,0.0000189214,0.0001981223,0.00000198911,0.0007920827,0.000358795,0.1394786,0.2134736,0.01460636,0.6148803],"study_design_scores_gemma":[0.0004168765,0.0001774288,0.5276943,0.00003581544,0.0001063175,0.00000567115,0.001258181,0.0005704465,0.0005116817,0.01821529,0.4508189,0.0001891228],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9443356,0.001012617,0.0001216947,0.008419318,0.00003686194,0.00009373709,0.00001431865,0.00001385223,0.04595204],"genre_scores_gemma":[0.9960717,0.0009991615,0.002324146,0.0004294362,0.0001324371,0.00000226122,0.00001376828,4.874016e-7,0.00002661001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6146912,"threshold_uncertainty_score":0.2348709,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2774126965","doi":"10.4148/1051-0834.2152","title":"A Brief History of ACE","year":2000,"lang":"en","type":"article","venue":"Journal of Applied Communications","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Constitution; Agriculture; Library science; Land grant; Political science; Agricultural education; Management; Public administration; Law; History; Archaeology; Economics","authors":[{"name":"William E. Carnahan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06071804810651848,"gpt":0.2485789279679336,"spread":0.1878608798614151,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001845491,0.00004474562,0.000111408,0.00001819451,0.0000778656,0.000005816406,0.0005963783,0.00002330756,0.001199759],"category_scores_gemma":[0.00001968924,0.00001996885,0.00005271167,0.0002282227,0.0001480899,0.00006776472,0.00005604486,0.0001104852,0.00002225347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008816703,"about_ca_system_score_gemma":0.00004902404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003052317,"about_ca_topic_score_gemma":0.00002644956,"domain_scores_codex":[0.9994493,0.00001919874,0.0002975855,0.00004051884,0.0001346463,0.00005880382],"domain_scores_gemma":[0.9991601,0.0002002177,0.0002450332,0.0001292493,0.0002398584,0.00002555792],"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":[0.0001229844,0.001557754,0.001029091,0.00000910348,0.0002078591,6.202685e-7,0.003664989,0.00007634721,0.1156697,0.2235121,0.2701825,0.383967],"study_design_scores_gemma":[0.00008178825,0.00004256331,0.01766662,0.000009930122,0.0000165845,0.000004770593,0.0007930136,0.000006195735,0.0001394318,0.002254406,0.9789364,0.00004829],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5878942,0.001517386,0.000002758967,0.01230298,0.0001325876,0.0001069125,0.00001450137,0.00001392405,0.3980148],"genre_scores_gemma":[0.993481,0.0005846094,0.003589035,0.00025501,0.00007022396,0.000005115221,0.0000082677,4.559473e-7,0.002006293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7087539,"threshold_uncertainty_score":0.9997133,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2590052262","doi":"10.4148/1051-0834.1020","title":"Coming of Age: How JAC is Reflecting a National Research Agenda for Communications in Agriculture, Natural Resources, and Life Human Sciences","year":2016,"lang":"en","type":"article","venue":"Journal of Applied Communications","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"De Veber","funders":"U.S. Department of Agriculture","keywords":"Agriculture; Negotiation; Natural resource; Public relations; Political science; Sociology; Geography; Social science","authors":[{"name":"Lulu Rodriguez","is_ca":true},{"name":"James F. Evans","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4018824471433635,"gpt":0.4459440205339039,"spread":0.04406157339054045,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002508516,0.00009183509,0.0002052576,0.0001736955,0.001243411,0.00009468713,0.001455998,0.00005560586,0.000009692704],"category_scores_gemma":[0.001054817,0.00003864274,0.00006174001,0.001171172,0.0009945473,0.0002193967,0.0005533033,0.0002983233,9.545056e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001254292,"about_ca_system_score_gemma":0.00008974403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006170176,"about_ca_topic_score_gemma":0.0006948409,"domain_scores_codex":[0.9984852,0.0001446041,0.000500793,0.0001406739,0.0005419552,0.0001867895],"domain_scores_gemma":[0.9944865,0.003121845,0.0005023782,0.000202772,0.001639351,0.00004719304],"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":[0.00005656716,0.0005846007,0.005248616,0.00002301474,0.0001252777,2.598343e-7,0.003861001,0.000004186636,0.4905022,0.4549626,0.03256122,0.0120705],"study_design_scores_gemma":[0.002529749,0.0007902833,0.2662604,0.0009159902,0.00008796439,0.00003285548,0.08332567,0.0001224807,0.005875342,0.1894251,0.4498553,0.000778737],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8892001,0.002033582,0.00001136525,0.0902941,0.00007368682,0.0005470576,0.00009727733,0.00001621661,0.01772664],"genre_scores_gemma":[0.99065,0.0003738733,0.008491318,0.0002067742,0.00009474152,0.00004949881,0.00001167626,0.000001313406,0.0001207935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4846268,"threshold_uncertainty_score":0.9563438,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2620807122","doi":"10.4148/1051-0834.1076","title":"Improving Communication in Agbiotech Projects: Moving Toward a Trust-centered Paradigm","year":2014,"lang":"en","type":"article","venue":"Journal of Applied Communications","topic":"Genetically Modified Organisms Research","field":"Agricultural and Biological Sciences","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":"Department of Agriculture, Forestry and Fisheries; University of Toronto; University Health Network; Bill and Melinda Gates Foundation","keywords":"Transparency (behavior); Agricultural biotechnology; Business; Paradigm shift; Agriculture; Public relations; Opinion leadership; Biotechnology; Public trust; Marketing; Political science; Biology","authors":[{"name":"Obidimma Ezezika","is_ca":false},{"name":"Justin Mabeya","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05494494363566601,"gpt":0.2686820498174265,"spread":0.2137371061817605,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001255735,0.0001164178,0.00023361,0.00006953788,0.0002173949,0.0001122752,0.002100163,0.0001163017,0.00003991121],"category_scores_gemma":[0.0001878846,0.00005674054,0.00007764108,0.0004875862,0.0001322238,0.0001151547,0.0005389703,0.0006461333,0.00001425288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009729967,"about_ca_system_score_gemma":0.00004055339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001785397,"about_ca_topic_score_gemma":0.0003706215,"domain_scores_codex":[0.9984743,0.0002474449,0.0005926208,0.0001347141,0.0002937604,0.0002571667],"domain_scores_gemma":[0.9984096,0.0005162477,0.0003507097,0.00049356,0.0001226388,0.0001072331],"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":[0.0001146316,0.0005532755,0.001322673,0.0000200279,0.00002769389,9.88406e-7,0.001293352,0.0001066817,0.5863661,0.02196569,0.0001153178,0.3881135],"study_design_scores_gemma":[0.008354543,0.00319432,0.5654867,0.0008864129,0.0002276772,0.0002604464,0.02295058,0.05263625,0.1133445,0.1175998,0.1123467,0.002712064],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785386,0.0004401304,0.0006990525,0.01298832,0.00003165161,0.0004573896,0.00000499057,0.00003696091,0.006802842],"genre_scores_gemma":[0.9873804,0.0004201532,0.01195216,0.0001498115,0.0000488696,0.00002242775,0.00001307535,0.000002449922,0.00001061249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5641641,"threshold_uncertainty_score":0.3902661,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W27355366","doi":"10.4148/1051-0834.1281","title":"Bridging Borders: Organizing Short-Term Agricultural Communication Exchange Programs","year":2006,"lang":"en","type":"article","venue":"Journal of Applied Communications","topic":"Diverse Educational Innovations Studies","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":"Agriculture; Bridging (networking); Study abroad; Library science; Cultural exchange; Graduate students; Agricultural experiment station; Political science; Geography; Sociology; Medical education; Pedagogy; Computer science; Medicine; Archaeology","authors":[{"name":"Emily Rhoades","is_ca":false},{"name":"Roslynn Brain","is_ca":false},{"name":"Ricky Telg","is_ca":false},{"name":"Tracy Irani","is_ca":false},{"name":"Owen J. Roberts","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04896360364936065,"gpt":0.2718747670106111,"spread":0.2229111633612505,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003613289,0.0001313746,0.0001894261,0.00004347509,0.0007159894,0.0001554835,0.001128798,0.00005658307,0.00005411559],"category_scores_gemma":[0.00002423778,0.00006099778,0.00008633396,0.0008164369,0.0001606095,0.0002698758,0.0003233826,0.0002780226,0.00001757402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001014707,"about_ca_system_score_gemma":0.00002421481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009806973,"about_ca_topic_score_gemma":0.0004616691,"domain_scores_codex":[0.998856,0.00005523888,0.0005335778,0.0001065192,0.0002658589,0.0001827823],"domain_scores_gemma":[0.9984474,0.0001900692,0.0004016266,0.000265845,0.0006501424,0.00004496491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00005792136,0.003252119,0.03674069,0.00003690507,0.0003478282,0.000002408029,0.00323609,0.00008368712,0.3237589,0.1844341,0.04001436,0.408035],"study_design_scores_gemma":[0.0004661805,0.0001742419,0.8392562,0.0001828451,0.0001670131,0.00008346776,0.01592294,0.00006175468,0.002134877,0.005913075,0.1350017,0.0006357554],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9523063,0.001293654,0.00003415424,0.01132257,0.000102627,0.0003022811,0.00001113949,0.00006875608,0.03455853],"genre_scores_gemma":[0.9941275,0.0003554878,0.004753637,0.0000948982,0.000289502,0.00003197192,0.0002427946,0.000001938221,0.0001022298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8025155,"threshold_uncertainty_score":0.5506884,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406290416","doi":"10.4148/1051-0834.2566","title":"Are We Global Yet? Progress on Expanding the Agricultural Communications Academic Discipline Internationally","year":2025,"lang":"en","type":"article","venue":"Journal of Applied Communications","topic":"Diverse Educational Innovations Studies","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":"National Institute of Food and Agriculture; U.S. Department of Agriculture","keywords":"Agriculture; Discipline; Political science; Regional science; Business; Sociology; Ecology; Biology","authors":[{"name":"Jefferson D. Miller","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0966236564698672,"gpt":0.3711539312122578,"spread":0.2745302747423906,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000414067,0.0001321672,0.0001795843,0.00004296656,0.001084609,0.0001065576,0.003127096,0.00006661718,0.00002243452],"category_scores_gemma":[0.0001259545,0.00004848119,0.0001066302,0.001119388,0.0004246663,0.0001417842,0.0009017718,0.000542902,0.00001750728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002037704,"about_ca_system_score_gemma":0.00004467638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005035291,"about_ca_topic_score_gemma":0.0001418535,"domain_scores_codex":[0.9987956,0.00008501197,0.0005565828,0.0001135344,0.0003030272,0.0001463025],"domain_scores_gemma":[0.9972445,0.0009021984,0.0008141007,0.0004252822,0.0005730189,0.00004085019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00004989927,0.0005750247,0.009531635,0.000005667054,0.0002466156,2.745475e-7,0.0005323243,0.00006443652,0.001847793,0.9283658,0.03495646,0.02382411],"study_design_scores_gemma":[0.0004203719,0.00007541841,0.7159045,0.0004444966,0.0001363801,0.00001581129,0.03335751,0.00007821969,0.0001842039,0.06487266,0.1842409,0.0002695459],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3084143,0.003095384,0.00003671219,0.6318119,0.0005670084,0.0005717875,0.0001333148,0.00006261054,0.055307],"genre_scores_gemma":[0.995982,0.001225959,0.001373152,0.000879463,0.0001335696,0.00008043916,0.00005196905,8.586016e-7,0.0002725936],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8634931,"threshold_uncertainty_score":0.8342043,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}