{"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":"84a916651e37","filters":{"venue":"International Journal of Scientific Research in Civil Engineering"}},"results":[{"id":"W7162440845","doi":"10.32628/ijsrce215514","title":"Assessment on Vietnam's Transport Infrastructure Development Investment under the mode of Public-Private Partnership - Proposing Solutions","year":2021,"lang":"","type":"article","venue":"International Journal of Scientific Research in Civil Engineering","topic":"Public-Private Partnership Projects","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Transport Canada","funders":"","keywords":"Investment (military); Context (archaeology); Public–private partnership; Order (exchange); Developing country; Foreign direct investment; Government (linguistics); Capital (architecture)","authors":[{"name":"Le Manh Tuong","is_ca":false},{"name":"Le Hoai Linh","is_ca":false},{"name":"Dang Hoang Tuan","is_ca":true},{"name":"Le Phi Vu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1193639476765984,"gpt":0.3642307055750156,"spread":0.2448667578984172,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001783972,0.0003339117,0.0001213058,0.0008408618,0.0005748037,0.003534678,0.0004964309,0.000571758,0.005783686],"category_scores_gemma":[0.002637607,0.0001432794,0.0002600334,0.001124205,0.0004331234,0.001787589,0.001147605,0.0006315774,0.0003632871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006191124,"about_ca_system_score_gemma":0.006829823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02628954,"about_ca_topic_score_gemma":0.02532387,"domain_scores_codex":[0.9986323,0.000428248,0.00003964041,0.0000722012,0.0003948536,0.0004327237],"domain_scores_gemma":[0.9984263,0.0002050158,0.000159351,0.00003786007,0.0008121123,0.0003594267],"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":[0.0004769501,0.0004902628,0.2086198,0.001534503,0.0002064928,0.003917714,0.005049201,0.04353481,0.004557477,0.4183062,0.02935332,0.2839532],"study_design_scores_gemma":[0.0001593288,0.001615612,0.3939861,0.001850766,0.0003289352,0.002045972,0.03783289,0.08387528,0.006038921,0.0303921,0.4417643,0.0001098179],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6743026,0.002103764,0.007114447,0.008694648,0.000115068,0.0006899903,0.001782086,0.00009353177,0.3051039],"genre_scores_gemma":[0.981382,0.0009988389,0.001316449,0.0002019263,0.00001300017,0.000103111,0.0004187962,0.000009987399,0.01555596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02628954,"threshold_uncertainty_score":0.05227298,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7162436449","doi":"10.32628/ijsrce215513","title":"Enhance the Quality of the Management System for BOT road Transport Investment Project in Viet Nam","year":2021,"lang":"","type":"article","venue":"International Journal of Scientific Research in Civil Engineering","topic":"Public-Private Partnership Projects","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Transport Canada","funders":"","keywords":"Investment (military); Transparency (behavior); Toll; Government (linguistics); Quality (philosophy); Management system; Control (management); Legislation","authors":[{"name":"Dang Hoang Tuan","is_ca":true},{"name":"Le Manh Tuong","is_ca":false},{"name":"Đinh Đăng Quang","is_ca":false},{"name":"Le Hoai Linh","is_ca":false},{"name":"Le Phi Vu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1182704409181728,"gpt":0.3915621482908263,"spread":0.2732917073726535,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004468289,0.0001691401,0.0001078175,0.0009144464,0.001618332,0.002892147,0.0007361784,0.0004651408,0.005685435],"category_scores_gemma":[0.006429373,0.0001963683,0.0001579312,0.0007394419,0.0004170527,0.001180525,0.001512992,0.0005565385,0.0006890696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005741314,"about_ca_system_score_gemma":0.0198928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05797907,"about_ca_topic_score_gemma":0.04637712,"domain_scores_codex":[0.9977528,0.001064221,0.0001104903,0.00009198953,0.0004879877,0.0004924679],"domain_scores_gemma":[0.995808,0.0002974192,0.0004052751,0.0002720076,0.001781203,0.001436073],"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":[0.0003642824,0.001410038,0.2432273,0.0007241077,0.0000653508,0.002951246,0.02269449,0.008303916,0.009175805,0.02769766,0.0520265,0.6313592],"study_design_scores_gemma":[0.0001428653,0.001606851,0.5509785,0.0007999348,0.00007166922,0.001254006,0.04889187,0.03526996,0.008668652,0.005021512,0.3471665,0.0001277457],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.849071,0.0004224103,0.01548888,0.009031289,0.0002195875,0.002634659,0.0009160049,0.0008840267,0.1213322],"genre_scores_gemma":[0.9622129,0.0001824648,0.0114585,0.0002745222,0.00001539323,0.0003986827,0.0004177641,0.00007123258,0.02496848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05797907,"threshold_uncertainty_score":0.1152832,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}