{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"dad86595a18f","filters":{"venue":"Korean Journal of Construction Engineering and Management"}},"results":[{"id":"W2084990428","doi":"10.6106/kjcem.2010.11.6.35","title":"A Study on Asset Valuation Method for Bridge Asset management","year":2010,"lang":"en","type":"article","venue":"Korean Journal of Construction Engineering and Management","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Federal Highway Administration; University of Waterloo; U.S. Department of Transportation","keywords":"Valuation (finance); Cost accounting; Business; Asset management; Actuarial science; Risk analysis (engineering); Finance; Accounting","authors":[{"name":"Min-Jae Lee","is_ca":false},{"name":"Kyung-Hoon Park","is_ca":false},{"name":"Cheolwoo Park","is_ca":false},{"name":"Jong-Wan Sun","is_ca":false},{"name":"Dong-Youl Lee","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01129763864544677,"gpt":0.2619186106975084,"spread":0.2506209720520617,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00352877,0.0006330045,0.000508361,0.001861325,0.0004143534,0.001881668,0.0009325035,0.0006373558,0.002359083],"category_scores_gemma":[0.009825689,0.0002770913,0.0006704048,0.00233804,0.0004865362,0.003248062,0.0005054594,0.0009471547,0.0002951349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009611255,"about_ca_system_score_gemma":0.0008265159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002560043,"about_ca_topic_score_gemma":0.001037632,"domain_scores_codex":[0.9973968,0.001154544,0.0001614996,0.000268194,0.0009218752,0.00009710879],"domain_scores_gemma":[0.9966761,0.00190046,0.0001987832,0.0002369267,0.000912227,0.00007546932],"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":[0.0001374013,0.0001708432,0.01184102,0.0005689642,0.0001649142,0.000430499,0.0008318666,0.06534352,0.007045672,0.1940788,0.00547321,0.7139134],"study_design_scores_gemma":[0.00004737349,0.0002555634,0.009537429,0.0002606417,0.0001011366,0.001110756,0.0005088152,0.9014448,0.004786482,0.05321444,0.02864091,0.00009169064],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04359531,0.002994174,0.9367158,0.0005036233,0.0001489787,0.0001757937,0.00007833945,0.0001745678,0.01561328],"genre_scores_gemma":[0.6559517,0.004099864,0.3333293,0.0001102799,0.0001912453,0.0002832701,0.0002240977,0.00007118121,0.00573899],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00352877,"threshold_uncertainty_score":0.01866215,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2093122234","doi":"10.6106/kjcem.2014.15.2.087","title":"Analysis of Dynamic Relationship between Changes in Domestic and Overseas Orders and Insolvency of Construction Companies","year":2014,"lang":"en","type":"article","venue":"Korean Journal of Construction Engineering and Management","topic":"Technology and Data Analysis","field":"Computer Science","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":"Quarter (Canadian coin); Insolvency; Business; Operations management; Accounting; Finance; Engineering; Geography","authors":[{"name":"Sewoong Jang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006344239165275677,"gpt":0.2146514536902448,"spread":0.2083072145249691,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001261901,0.0001602308,0.0002303767,0.001898811,0.0002904603,0.001176335,0.0003528077,0.000448168,0.001819012],"category_scores_gemma":[0.008044934,0.0001573227,0.0003377686,0.002513423,0.000287157,0.0009202711,0.0004327253,0.0006868279,0.0002817065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007756792,"about_ca_system_score_gemma":0.000752133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009385942,"about_ca_topic_score_gemma":0.01068759,"domain_scores_codex":[0.9988993,0.0002570299,0.0001698686,0.0002122084,0.0002794267,0.0001819996],"domain_scores_gemma":[0.986892,0.005859964,0.004482498,0.0003061081,0.001567679,0.000891847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005233956,0.00003733547,0.9952179,0.000009983743,0.00002926401,0.0001549521,0.0004280321,0.0004293498,0.0001083942,0.0001384671,0.0001901035,0.003203913],"study_design_scores_gemma":[0.000001640508,0.00003394204,0.9968278,0.000005858591,0.00001567181,0.00007929619,0.000871779,0.001750785,0.00006956543,0.00006615392,0.0002715598,0.000006025466],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988534,0.00008540696,0.00009357103,0.00006946106,0.000002730956,0.000004769167,0.0002209492,0.00000370622,0.0006659771],"genre_scores_gemma":[0.9992981,0.00005057675,0.00006123027,0.000006187181,0.000005001748,0.000005164006,0.0003424051,0.000001182377,0.0002301529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009385942,"threshold_uncertainty_score":0.01866263,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2037172886","doi":"10.6106/kjcem.2014.15.4.107","title":"A Study on Developing the Business Index of Electrical Construction Business","year":2014,"lang":"en","type":"article","venue":"Korean Journal of Construction Engineering and Management","topic":"Advanced Statistical Modeling Techniques","field":"Computer Science","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":"Index (typography); Quarter (Canadian coin); Business cycle; Construction industry; Business; Pessimism; Housing industry; Engineering; Computer science; Economics; Construction engineering; Telecommunications; Geography","authors":[{"name":"Houng-Hee Park","is_ca":false},{"name":"Miri Kim","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01022902370105693,"gpt":0.2324318288941189,"spread":0.222202805193062,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003921283,0.0004525731,0.0002701112,0.004717429,0.0008319835,0.002483747,0.00042112,0.0003638658,0.0020798],"category_scores_gemma":[0.009349139,0.0002022956,0.0006416178,0.007103128,0.0004955362,0.002953281,0.0007979989,0.0008877596,0.0004780434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002316063,"about_ca_system_score_gemma":0.003292707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007746031,"about_ca_topic_score_gemma":0.006982358,"domain_scores_codex":[0.9972016,0.0009919831,0.0002762633,0.0002840529,0.001066545,0.0001795728],"domain_scores_gemma":[0.9926192,0.002874734,0.0008167916,0.0002638551,0.003011055,0.0004143573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001796864,0.0006855979,0.7415841,0.0004566477,0.0001082026,0.0003539009,0.003747392,0.001564814,0.003448847,0.01793604,0.006513932,0.2234209],"study_design_scores_gemma":[0.00005567833,0.001123368,0.8779305,0.0005058981,0.0002367109,0.0005534424,0.02577017,0.02306629,0.01152937,0.005619088,0.05351167,0.00009786718],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9197255,0.001930681,0.01548705,0.00144207,0.0001643081,0.0005144273,0.0008863849,0.00007442412,0.05977506],"genre_scores_gemma":[0.9749876,0.001553334,0.017209,0.0001354509,0.00006437394,0.0003254973,0.0009914151,0.00001604786,0.004717267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007746031,"threshold_uncertainty_score":0.02073801,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}