{"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":"c3d47af38f84","filters":{"venue":"Civil engineering studies. Transportation engineering series"}},"results":[{"id":"W292999633","doi":"","title":"Investigation of methods and approaches for collecting and recording highway inventory data.","year":2013,"lang":"en","type":"article","venue":"Civil engineering studies. Transportation engineering series","topic":"Remote Sensing and LiDAR Applications","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Data collection; Transport engineering; Strengths and weaknesses; Global Positioning System; Computer science; Mobile mapping; State highway; Aerial photography; Tourism; Remote sensing; Geography; Engineering; Telecommunications","authors":[{"name":"Huaguo Zhou","is_ca":false},{"name":"Mohammad Jalayer","is_ca":false},{"name":"Jie Gong","is_ca":false},{"name":"Shunfu Hu","is_ca":false},{"name":"Mark Grinter","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06332498563684515,"gpt":0.2711035983815917,"spread":0.2077786127447466,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003353303,0.0001615936,0.0002275767,0.00006748569,0.0001022431,0.00002265914,0.00008436514,0.00005194592,0.000005144398],"category_scores_gemma":[0.0001442185,0.0001696467,0.00002212176,0.000234003,0.0000965928,0.0004078757,0.00002601416,0.00008071359,5.599467e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000356255,"about_ca_system_score_gemma":0.000005716752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009285838,"about_ca_topic_score_gemma":0.00007832908,"domain_scores_codex":[0.9991507,0.00001133072,0.0002901795,0.000301229,0.0000791421,0.0001674147],"domain_scores_gemma":[0.9994533,0.0001856102,0.00007716435,0.0001958437,0.00002391276,0.00006414516],"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":[0.00002826315,0.00003563563,0.0270221,0.003753358,0.0007052522,0.00000115372,0.02506356,0.5751026,0.3107359,0.005205413,0.00243607,0.04991073],"study_design_scores_gemma":[0.0007445909,0.0001299928,0.2076237,0.0003421883,0.0002210284,0.0000116769,0.002190929,0.7586211,0.02221435,0.0008576217,0.006153363,0.0008894802],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.826968,0.001182617,0.1704928,0.00027419,0.0001972759,0.0006168743,0.00002213577,0.0002013457,0.00004480327],"genre_scores_gemma":[0.8127823,0.0001651688,0.1868374,0.000006819089,0.00002882734,0.00005954715,0.00004373671,0.00002896346,0.00004724836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2885215,"threshold_uncertainty_score":0.6917993,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W214498535","doi":"","title":"EVALUATION OF HOT-MIX ASPHALT SAMPLING TECHNIQUES","year":2007,"lang":"en","type":"article","venue":"Civil engineering studies. Transportation engineering series","topic":"Transport Systems and Technology","field":"Engineering","cited_by":6,"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); Documentation; Sampling (signal processing); Agency (philosophy); Transport engineering; Engineering; Truck; Christian ministry; Civil engineering; Operations management; Computer science","authors":[{"name":"Mostafa A. Elseifi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02416534135045049,"gpt":0.2597536721212287,"spread":0.2355883307707782,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001509971,0.0004653122,0.0006320548,0.0005567501,0.00005854666,0.00001261388,0.0002060634,0.000257951,0.00002207381],"category_scores_gemma":[0.0001083979,0.0005276556,0.0001542318,0.0007207898,0.00005962351,0.0003601894,0.000006127575,0.000319239,0.000002920685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002239609,"about_ca_system_score_gemma":0.00003266228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001527964,"about_ca_topic_score_gemma":0.0004143914,"domain_scores_codex":[0.9974251,0.000008254739,0.000982853,0.0003224347,0.0006999202,0.0005613728],"domain_scores_gemma":[0.9988305,0.0001034161,0.0001013487,0.0003589693,0.0005094779,0.00009628894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000173486,0.0000320727,0.0006378189,0.001693199,0.0007555406,0.00001733462,0.001719533,0.9172098,0.0638983,0.005551132,0.00006014,0.00840777],"study_design_scores_gemma":[0.00317271,0.0004920715,0.2089795,0.003211682,0.00212138,0.00009214065,0.002366885,0.07809044,0.6534197,0.0006525561,0.04320548,0.004195404],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5508264,0.01396246,0.4268534,0.00002918518,0.00210128,0.0008933191,0.00008015659,0.004832911,0.0004209199],"genre_scores_gemma":[0.9884087,0.0005091371,0.01059498,0.000003491334,0.0001429622,0.0001416947,0.00005194065,0.0001339671,0.00001311199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8391194,"threshold_uncertainty_score":0.9997175,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}