{"meta":{"query_hash":"ebc319a1be2c","filters":{"venue":"Computing in Civil Engineering"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/ebc319a1be2c","api":"https://metacan.xera.ac/api/v1/cohort?venue=Computing+in+Civil+Engineering"},"results":[{"id":"W2318705081","doi":"10.1061/9780784413029.068","title":"Spatio-Temporal Progress Estimation for Highway Construction","year":2013,"lang":"en","type":"article","venue":"Computing in Civil Engineering","topic":"BIM and Construction Integration","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":"McMaster University","funders":"","keywords":"Computer science; Global Positioning System; Scheduling (production processes); Track (disk drive); Transport engineering; Project management; Operations research; Systems engineering; Engineering; Telecommunications; Operations management","score_opus":0.007240007372470643,"score_gpt":0.2043342078940571,"score_spread":0.19709420052158647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2318705081","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13101237,0.00040883952,0.8611797,0.00012673208,0.00003603988,0.00010339024,0.0017830582,0.002482148,0.002867757],"genre_scores_gemma":[0.81652045,0.00039027628,0.17889363,0.000010971005,0.000028154907,0.00013178805,0.0021332256,0.00009737182,0.0017941011],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995396,0.00008293517,0.00003679724,0.00012869542,0.00017748028,0.000034579614],"domain_scores_gemma":[0.9988544,0.00033139315,0.00029685866,0.00012662212,0.00032634588,0.00006436215],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009347087,0.00076138094,0.0004161022,0.003321394,0.00034261125,0.00064849807,0.0005561657,0.00037984108,0.001709683],"category_scores_gemma":[0.0034550782,0.00038398596,0.0005123851,0.0025025548,0.0002693841,0.00093258714,0.0007381109,0.00042437378,0.0006629889],"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":[0.000182314,0.00008287249,0.02683199,0.00015251583,0.00007549858,0.0001409117,0.00016055693,0.81163186,0.0052390518,0.0055667497,0.0015627529,0.14837292],"study_design_scores_gemma":[0.0000029149212,0.0000196423,0.0035740344,0.000007673644,0.00001064332,0.000029770898,0.00003890982,0.99312747,0.0011629257,0.0009550356,0.0010620254,0.000009058568],"about_ca_topic_score_codex":0.014713316,"about_ca_topic_score_gemma":0.013870802,"teacher_disagreement_score":0.014713316,"about_ca_system_score_codex":0.0006061416,"about_ca_system_score_gemma":0.0008209371,"threshold_uncertainty_score":0.02925533},"labels":[],"label_agreement":null},{"id":"W2333041988","doi":"10.1061/9780784413029.076","title":"Potentials of RGB-D Cameras in As-Built Indoor Environment Modeling","year":2013,"lang":"en","type":"article","venue":"Computing in Civil Engineering","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; RGB color model; Automation; Sensor fusion; Building automation; Building information modeling; Scheduling (production processes); Artificial intelligence; Real-time computing; Engineering","score_opus":0.01261882517718707,"score_gpt":0.18867129063693414,"score_spread":0.17605246545974707,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2333041988","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.049576253,0.001500805,0.9400909,0.00023527641,0.000067308,0.000094674135,0.0003149812,0.001062416,0.007057334],"genre_scores_gemma":[0.6472433,0.0026948631,0.34678718,0.00010435317,0.000036563833,0.00008982774,0.00032344853,0.00011584798,0.0026045658],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99940395,0.00025176603,0.000022123852,0.00009465684,0.00019402847,0.000033438693],"domain_scores_gemma":[0.9994,0.00026239906,0.0000526921,0.00013969521,0.00011470136,0.000030493724],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005777177,0.0008349391,0.0003815939,0.00080314174,0.00022243077,0.0013838658,0.00061724003,0.0006738321,0.0015078383],"category_scores_gemma":[0.0015603304,0.0005325218,0.0005746583,0.0009678648,0.00045588022,0.001356398,0.0007122447,0.0004312332,0.0005912971],"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":[0.00025328418,0.00012059525,0.006679182,0.000287473,0.000103327904,0.00021816287,0.00030007414,0.68902105,0.030497817,0.008035027,0.0014774076,0.2630066],"study_design_scores_gemma":[0.000016489577,0.00007809591,0.0032400417,0.00007251748,0.00004423905,0.0001934873,0.00016085424,0.9637694,0.018546026,0.0037942957,0.010021504,0.00006320209],"about_ca_topic_score_codex":0.0057119676,"about_ca_topic_score_gemma":0.0059946585,"teacher_disagreement_score":0.0057119676,"about_ca_system_score_codex":0.00044239874,"about_ca_system_score_gemma":0.0003964977,"threshold_uncertainty_score":0.011357427},"labels":[],"label_agreement":null},{"id":"W2333800443","doi":"10.1061/9780784413029.084","title":"Applying Regression Analysis to Predict and Classify Construction Cycle Time","year":2013,"lang":"en","type":"article","venue":"Computing in Civil Engineering","topic":"Structural Health Monitoring Techniques","field":"Engineering","cited_by":9,"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 Alberta","funders":"","keywords":"Bridge (graph theory); Precast concrete; Regression analysis; Linear regression; Computer science; Regression; Mean squared error; Square (algebra); Polynomial regression; Engineering; Data mining; Machine learning; Statistics; Mathematics; Structural engineering","score_opus":0.006910832997449683,"score_gpt":0.233532636204805,"score_spread":0.2266218032073553,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2333800443","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27546066,0.00063406245,0.7177385,0.00026214874,0.00007730191,0.00008529452,0.0008158464,0.0020849088,0.0028413741],"genre_scores_gemma":[0.87851936,0.00040739245,0.11815482,0.000029089146,0.000046795853,0.000067431676,0.0010863881,0.00007965308,0.0016090104],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99947125,0.00013568909,0.00004223503,0.00014249187,0.00014523756,0.00006311802],"domain_scores_gemma":[0.998544,0.00085328805,0.0002173116,0.00011578274,0.00024157559,0.000028112461],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008683834,0.0009437042,0.0005551687,0.002728359,0.00020123561,0.0006512294,0.00042682668,0.0006026587,0.0009721965],"category_scores_gemma":[0.0040016784,0.00020612746,0.0006118471,0.0023189103,0.0001905906,0.0005860544,0.00026925854,0.0006597724,0.00078215206],"study_design_candidate":"observational","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":[0.00013931567,0.00015874916,0.031511426,0.00011932063,0.00011341914,0.00011320712,0.0000887411,0.5731787,0.010913389,0.0018443582,0.0014600249,0.3803593],"study_design_scores_gemma":[0.0000025662787,0.000036539437,0.005598553,0.00000633517,0.00001040022,0.000025905993,0.000026134636,0.99010146,0.0026237413,0.0010241491,0.0005346876,0.000009502611],"about_ca_topic_score_codex":0.0064292997,"about_ca_topic_score_gemma":0.003945536,"teacher_disagreement_score":0.0064292997,"about_ca_system_score_codex":0.00036654674,"about_ca_system_score_gemma":0.0004743849,"threshold_uncertainty_score":0.012783766},"labels":[],"label_agreement":null},{"id":"W2580246017","doi":"10.1061/9780784413029.022","title":"A Numerical DAE Approach for Solving a System Dynamics Problem","year":2013,"lang":"en","type":"article","venue":"Computing in Civil Engineering","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"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":"Differential algebraic equation; Numerical stability; Linearity; Algebraic equation; Numerical analysis; Applied mathematics; Stability (learning theory); Runge–Kutta methods; Differential equation; Algebraic number; Mathematics; Computer science; Variable (mathematics); Ordinary differential equation; Nonlinear system; Mathematical analysis; Physics","score_opus":0.0534217561283642,"score_gpt":0.30456738160228347,"score_spread":0.2511456254739193,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2580246017","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":[0.0031957545,0.0002104408,0.9889886,0.00032021993,0.00009034156,0.00006753467,0.00007355231,0.00008822642,0.006965391],"genre_scores_gemma":[0.19665903,0.00057609373,0.79094434,0.00026686423,0.00012312482,0.0009887401,0.00020900182,0.00013155407,0.010101205],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995196,0.0001958043,0.000029923334,0.000063943255,0.00016120497,0.000029532552],"domain_scores_gemma":[0.9989009,0.0006660748,0.00008470141,0.00008388467,0.00021866156,0.00004584121],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014335363,0.0007731292,0.0008840477,0.0006016312,0.0007878795,0.001204583,0.0010981702,0.0014457378,0.0047188667],"category_scores_gemma":[0.0031695564,0.00042919884,0.0007762727,0.00061038404,0.0011555931,0.0005961322,0.0016248927,0.0019862717,0.00071314466],"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":[0.00001667855,0.000019075806,0.00025500933,0.00012369524,0.000030959014,0.000068286834,0.0000662731,0.924957,0.0014406784,0.06213808,0.00063438533,0.010249905],"study_design_scores_gemma":[0.000007702763,0.000011006163,0.000029753623,0.000010351707,0.0000034601464,0.000012257625,0.000009789364,0.98997796,0.00022094627,0.0072717485,0.0024403904,0.000004513971],"about_ca_topic_score_codex":0.005472206,"about_ca_topic_score_gemma":0.004179111,"teacher_disagreement_score":0.005472206,"about_ca_system_score_codex":0.0007288373,"about_ca_system_score_gemma":0.0017227837,"threshold_uncertainty_score":0.015786171},"labels":[],"label_agreement":null}]}