{"meta":{"query_hash":"95c3105dcce7","filters":{"venue":"Computing in Civil Engineering 2021"},"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/95c3105dcce7","api":"https://metacan.xera.ac/api/v1/cohort?venue=Computing+in+Civil+Engineering+2021"},"results":[{"id":"W4281381440","doi":"10.1061/9780784483893.028","title":"Training a Visual Scene Understanding Model Only with Synthetic Construction Images","year":2022,"lang":"en","type":"article","venue":"Computing in Civil Engineering 2021","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":6,"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 Toronto","funders":"","keywords":"Computer science; Synthetic data; Artificial intelligence; Economic shortage; Scalability; Task (project management); Deep learning; Training set; Machine learning; Domain (mathematical analysis); Artificial neural network; Deep neural networks; Computer vision; Pattern recognition (psychology); Database; Engineering","score_opus":0.014604771816171438,"score_gpt":0.21071572434983746,"score_spread":0.196110952533666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281381440","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28178868,0.00015704562,0.7147559,0.00001527812,0.0010761314,0.000128415,0.0000053896115,0.00038386017,0.0016893162],"genre_scores_gemma":[0.9825436,0.000007986247,0.017147461,0.000007881545,0.0001823928,0.0000132254145,0.0000059867257,0.000079375925,0.000012116209],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986794,0.000017608856,0.0002621822,0.00027570146,0.00024335808,0.00052175944],"domain_scores_gemma":[0.9996448,0.000078895726,0.000038113525,0.00015781082,0.00001791719,0.00006244209],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023579429,0.00024603124,0.00026353417,0.0003030459,0.00017370885,0.00005731325,0.00015234691,0.000045727546,0.00003093916],"category_scores_gemma":[0.000024566094,0.0002793883,0.000048342295,0.00047278815,0.000031207484,0.00010342058,0.00009711286,0.00059350295,0.0000010847533],"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":[0.0000066180583,0.000006920247,0.00056795805,0.00006760529,0.000026681659,0.000044939992,0.0009195966,0.9898643,0.0026552759,0.0007683415,0.000024004004,0.0050477693],"study_design_scores_gemma":[0.00035962244,0.00003540114,0.0003343246,0.00023712519,0.000011945501,0.00022090104,0.0016257981,0.9961265,0.00048225565,0.00013117792,0.0000937535,0.000341219],"about_ca_topic_score_codex":0.000005521903,"about_ca_topic_score_gemma":0.00000991868,"teacher_disagreement_score":0.7007549,"about_ca_system_score_codex":0.0006884423,"about_ca_system_score_gemma":0.000067674795,"threshold_uncertainty_score":0.99996585},"labels":[],"label_agreement":null},{"id":"W4281391055","doi":"10.1061/9780784483893.049","title":"Room Data Sheets for Architectural Programming","year":2022,"lang":"en","type":"article","venue":"Computing in Civil Engineering 2021","topic":"Business Strategies and Innovation","field":"Business, Management and Accounting","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":"Genome Prairie","funders":"","keywords":"Computer science; Programming language","score_opus":0.031079490872228218,"score_gpt":0.23462232898872407,"score_spread":0.20354283811649584,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281391055","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.56994164,0.000674027,0.41294065,0.0027683415,0.0068465825,0.0016850063,0.000032715634,0.0008193533,0.0042917053],"genre_scores_gemma":[0.9933043,4.5308715e-7,0.004780391,0.00015316268,0.0012794083,0.00003652037,0.00039143502,0.00003620404,0.000018127263],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988761,0.000003850922,0.0002694606,0.00034051985,0.00016846886,0.0003415824],"domain_scores_gemma":[0.9994412,0.000060799815,0.000100214944,0.00033538512,0.000056730554,0.000005684035],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005256319,0.00014434873,0.0001593929,0.00026489643,0.00020539158,0.00024450544,0.0005051947,0.000024407958,0.00010233445],"category_scores_gemma":[0.00014586627,0.00016496009,0.00003299165,0.00094106165,0.000007691172,0.00038803334,0.0009138487,0.0002249116,0.0000036062086],"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":[0.000017989403,0.00007202765,0.0026760756,0.0004855326,0.000019998604,0.000013058724,0.00007288817,0.88638693,0.0004312744,0.009963568,0.0024285186,0.09743212],"study_design_scores_gemma":[0.0003363692,0.0000069930015,0.0054416284,0.000052297422,0.000007582295,0.000004969448,0.00009730515,0.8862179,0.0000031864026,0.00013700205,0.10748603,0.00020875075],"about_ca_topic_score_codex":0.00012454441,"about_ca_topic_score_gemma":0.000059067268,"teacher_disagreement_score":0.42336267,"about_ca_system_score_codex":0.00004726442,"about_ca_system_score_gemma":0.000021267608,"threshold_uncertainty_score":0.6726877},"labels":[],"label_agreement":null},{"id":"W4281392205","doi":"10.1061/9780784483893.112","title":"Utilization of Low Pass Filters for the Calculation of Termination Points for 3D Fabrication Control of Pipe Spools","year":2022,"lang":"en","type":"article","venue":"Computing in Civil Engineering 2021","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary 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":"Point cloud; Scanner; Piping; Computer science; Modular programming; Context (archaeology); Noise (video); Modular design; Hough transform; Laser scanning; Computer vision; Point (geometry); Reverse engineering; Artificial intelligence; Engineering; Mathematics; Geometry; Optics; Laser; Mechanical engineering; Image (mathematics)","score_opus":0.018808396538276338,"score_gpt":0.22595905482899994,"score_spread":0.2071506582907236,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281392205","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3764374,0.00024820637,0.62240046,0.00004170076,0.00029317304,0.00042371487,0.00012586558,0.000009476626,0.00002000198],"genre_scores_gemma":[0.998009,0.0000030357876,0.0017574002,0.0000060558755,0.000028618239,0.0000060350026,0.00017756053,0.0000029518646,0.000009311438],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994048,0.000039872033,0.00025231703,0.00009322356,0.00011948685,0.00009032852],"domain_scores_gemma":[0.9990091,0.00066592277,0.00014844244,0.00008004093,0.00008619135,0.000010304584],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00061722164,0.000054293978,0.00012375471,0.00005603428,0.000053684867,0.0000051989027,0.00009416516,0.000020006026,0.00003397428],"category_scores_gemma":[0.00024180987,0.00004694795,0.00005413142,0.00020973156,0.000011777929,0.000040763312,0.0000068644363,0.000042791315,1.1349512e-7],"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":[0.000024312822,0.0000124662865,0.032394834,0.00016556539,0.000010864339,7.409901e-8,0.0004306254,0.92636913,0.0014347655,0.000022721484,0.000021557178,0.039113093],"study_design_scores_gemma":[0.00024435332,0.000046062454,0.26747084,0.00003797646,0.000006994219,3.528957e-7,0.00007127284,0.73147804,0.00051853457,0.000010705622,0.0000786886,0.00003621449],"about_ca_topic_score_codex":0.00007958212,"about_ca_topic_score_gemma":0.000071854156,"teacher_disagreement_score":0.62157166,"about_ca_system_score_codex":0.000008524545,"about_ca_system_score_gemma":0.000014614249,"threshold_uncertainty_score":0.19144818},"labels":[],"label_agreement":null}]}