{"meta":{"query_hash":"03897749c1e8","filters":{"venue":"Highway"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/03897749c1e8","api":"https://metacan.xera.ac/api/v1/cohort?venue=Highway"},"results":[{"id":"W2358772701","doi":"","title":"Test and Research on Influence Law of Soil-Rock Ratio in Three Gorges Reservoir Region on Soil Strength Parameters","year":2006,"lang":"en","type":"article","venue":"Highway","topic":"Soil, Finite Element Methods","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Three gorges; Geotechnical engineering; Shear strength (soil); Geology; Direct shear test; Soil test; Soil science; Soil water; Shear (geology); Petrology","score_opus":0.053803370964026646,"score_gpt":0.31102195691214884,"score_spread":0.2572185859481222,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2358772701","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9988869,0.000018049239,0.0007008321,0.000007784141,8.591869e-7,0.0000030182323,0.000047371224,0.000016692338,0.00031870743],"genre_scores_gemma":[0.99961156,0.000014068354,0.00020013565,0.0000022638685,6.2859965e-7,0.0000028129168,0.00005500325,0.0000028292125,0.000110806766],"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99970955,0.000059078953,0.000016996863,0.00007686823,0.000098833094,0.000038644772],"domain_scores_gemma":[0.99863833,0.00064235076,0.00020838073,0.00012614558,0.00029774048,0.00008704547],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048339588,0.00019475333,0.00020576184,0.00046037344,0.000159187,0.00021306035,0.00022920624,0.00022874537,0.0008989987],"category_scores_gemma":[0.0015464755,0.00020112014,0.0003141611,0.00029979605,0.0003024643,0.00025900954,0.00020594691,0.00019847014,0.00011807887],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00096708117,0.00018719834,0.72878337,0.00013760621,0.00025974034,0.0010039225,0.0008775403,0.03247119,0.20790315,0.00053972565,0.00037276637,0.026496636],"study_design_scores_gemma":[0.000021292124,0.000364224,0.90904784,0.0000066767107,0.00009470312,0.00030308755,0.0003617911,0.040303864,0.04883743,0.00010857083,0.0005218201,0.000028647479],"about_ca_topic_score_codex":0.0073276013,"about_ca_topic_score_gemma":0.008865877,"teacher_disagreement_score":0.0073276013,"about_ca_system_score_codex":0.00017712626,"about_ca_system_score_gemma":0.00024988115,"threshold_uncertainty_score":0.014569938},"labels":[],"label_agreement":null},{"id":"W2363660217","doi":"","title":"Studies Review of Organization for Winter Road Maintenance Program","year":2012,"lang":"en","type":"article","venue":"Highway","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"CITES; Snow; Control (management); Transport engineering; National economy; Geography; Business; Engineering; Meteorology; Computer science; Economics","score_opus":0.018764055683005813,"score_gpt":0.27257771914325807,"score_spread":0.25381366346025225,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2363660217","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0019376891,0.9695435,0.00027604974,0.0039821924,0.0008766861,0.00006388764,0.0015037748,0.000017809645,0.021798268],"genre_scores_gemma":[0.014147182,0.9769719,0.00063201634,0.0008625335,0.00037184326,0.00009365405,0.0012547825,0.00001485433,0.0056512],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99892825,0.0002543938,0.00023909507,0.00013765856,0.0003550985,0.00008540602],"domain_scores_gemma":[0.9893323,0.0048100674,0.0020958066,0.00020736015,0.0031803777,0.00037414386],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017143991,0.00045450803,0.00066956517,0.008733673,0.0006940534,0.002476829,0.0008492542,0.0007874581,0.0261368],"category_scores_gemma":[0.010625929,0.00029448647,0.00091268413,0.017673755,0.00034649353,0.0021983394,0.0005665527,0.0007188582,0.0034090022],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000983928,0.00010622008,0.006597372,0.051211324,0.00020899776,0.00026918866,0.0010475352,0.00019826555,0.00022879911,0.010260017,0.18014503,0.7496289],"study_design_scores_gemma":[0.000012644757,0.00005837928,0.020710235,0.044189524,0.0003476672,0.0005189549,0.0017205161,0.00004541391,0.0001313609,0.001114626,0.9311332,0.000017534556],"about_ca_topic_score_codex":0.014816239,"about_ca_topic_score_gemma":0.022208977,"teacher_disagreement_score":0.0261368,"about_ca_system_score_codex":0.002688135,"about_ca_system_score_gemma":0.008719648,"threshold_uncertainty_score":0.08743626},"labels":[],"label_agreement":null},{"id":"W2391883001","doi":"","title":"Benefit Calculation of Asphalt Concrete Pavement Preventive Maintenance and Parameters","year":2006,"lang":"en","type":"article","venue":"Highway","topic":"Evaluation and Optimization Models","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Preventive maintenance; Planned maintenance; Engineering; Transport engineering; Risk analysis (engineering); Forensic engineering; Reliability engineering; Business","score_opus":0.011181633064080583,"score_gpt":0.21977252027100835,"score_spread":0.20859088720692778,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2391883001","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17141075,0.0006288688,0.81136143,0.00017411073,0.000031731364,0.00008405173,0.00022007475,0.00030062872,0.015788421],"genre_scores_gemma":[0.9517021,0.00017080586,0.044994757,0.000010275656,0.000010462587,0.00005490857,0.00012651895,0.000031072228,0.0028991713],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994351,0.00011762685,0.000014282091,0.000051939478,0.00032837878,0.00005268179],"domain_scores_gemma":[0.9992993,0.00035874368,0.00007331695,0.000068980735,0.00017830239,0.000021389422],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007320012,0.00039971786,0.00039020227,0.00089052366,0.0002251384,0.0006164849,0.00049697305,0.00045108268,0.001613562],"category_scores_gemma":[0.0029560104,0.00017296149,0.00036951495,0.0006037695,0.00029323582,0.00075328967,0.00038930535,0.00040253167,0.0002448892],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012787999,0.000048233862,0.0036920165,0.00011327897,0.000027538077,0.00008679372,0.00006788624,0.8790448,0.0065240595,0.029904261,0.0011214073,0.079241864],"study_design_scores_gemma":[0.0000048214856,0.00006340719,0.0034727547,0.000010300461,0.00002141129,0.00008145753,0.000033127522,0.97728366,0.004952353,0.011927871,0.0021343238,0.000014680243],"about_ca_topic_score_codex":0.0029876572,"about_ca_topic_score_gemma":0.0028904455,"teacher_disagreement_score":0.0029876572,"about_ca_system_score_codex":0.0007038621,"about_ca_system_score_gemma":0.00079058367,"threshold_uncertainty_score":0.005940497},"labels":[],"label_agreement":null}]}