{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":17,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":17,"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":"fa0f24414a02","filters":{"venue":"Proceedings of International Structural Engineering and Construction"}},"results":[{"id":"W3011261749","doi":"10.14455/isec.res.2017.19","title":"AUTOMATION OF A STEEL WALL FRAMING ASSEMBLY","year":2017,"lang":"en","type":"article","venue":"Proceedings of International Structural Engineering and Construction","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Modular design; Framing (construction); Automation; Engineering; Fieldbus; Prefabrication; Manufacturing engineering; Modular construction; Systems engineering; Architectural engineering; Construction engineering; Control system; Computer science; Civil engineering; Mechanical engineering; Operating system; Electrical engineering","authors":[{"name":"Edgar C. Tamayo","is_ca":false},{"name":"Michael Bardwell","is_ca":false},{"name":"Ahmed Jawad Qureshi","is_ca":false},{"name":"Mohamed Al‐Hussein","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006057444451534178,"gpt":0.2032965921768486,"spread":0.1972391477253144,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002592578,0.0004640183,0.0002503364,0.0005134891,0.0003490752,0.0004940731,0.0003372765,0.0003338846,0.001675235],"category_scores_gemma":[0.0005123675,0.000194049,0.000233294,0.0002233802,0.0003311829,0.0002313915,0.0002832345,0.0003425255,0.0006423432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002891487,"about_ca_system_score_gemma":0.0008768754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002689529,"about_ca_topic_score_gemma":0.002782986,"domain_scores_codex":[0.9993075,0.00006924898,0.00002698175,0.0001451761,0.0003556803,0.00009537776],"domain_scores_gemma":[0.9996971,0.00006870718,0.00005961379,0.00007355566,0.00008306294,0.0000180676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002429795,0.0003258876,0.003089695,0.0001214595,0.00001560757,0.0007175943,0.0004915239,0.02849635,0.6649746,0.007053075,0.003258801,0.2912124],"study_design_scores_gemma":[0.0001051665,0.0011208,0.012816,0.00003642953,0.0000388888,0.0008350632,0.0001559573,0.2994663,0.6406168,0.002490928,0.04223661,0.00008102974],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3344803,0.0001074095,0.6204785,0.0001563867,0.0001219592,0.0003681832,0.000191398,0.01158364,0.0325122],"genre_scores_gemma":[0.8898667,0.0000541062,0.1031991,0.00005111116,0.00002924288,0.00009381455,0.0001680531,0.0001136882,0.006424158],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002689529,"threshold_uncertainty_score":0.005604267,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3011974128","doi":"10.14455/isec.res.2017.223","title":"SUSTAINABLE ULTRA-HIGH-PERFORMANCE GLASS CONCRETE FOR INFRASTRUCTURES","year":2017,"lang":"en","type":"article","venue":"Proceedings of International Structural Engineering and Construction","topic":"Innovative concrete reinforcement materials","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Fineness; Materials science; Quartz; Compressive strength; Glass recycling; Composite material; Cement; Mechanical strength","authors":[{"name":"Arezki Tagnit‐Hamou","is_ca":false},{"name":"Nancy Soliman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004087336106347748,"gpt":0.2015341752051271,"spread":0.1974468390987793,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001628196,0.000335429,0.0001127085,0.0006065585,0.0004335414,0.0005470515,0.0003140841,0.0005815604,0.002692559],"category_scores_gemma":[0.00009057124,0.0001175438,0.0002966679,0.000420802,0.0002889765,0.0005805154,0.0006805067,0.0003412573,0.00081583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001143357,"about_ca_system_score_gemma":0.001063761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003429096,"about_ca_topic_score_gemma":0.01617743,"domain_scores_codex":[0.9997846,0.00002031658,0.00000663288,0.00002270056,0.000125351,0.00004024586],"domain_scores_gemma":[0.9999487,0.000003424064,0.00000998092,0.000007682252,0.0000171063,0.00001292078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009658594,0.0001085182,0.002717002,0.0005621295,0.00002790555,0.0006782265,0.0002104148,0.01061903,0.8427728,0.02137694,0.002593992,0.1182364],"study_design_scores_gemma":[0.00002903381,0.0008101572,0.01087488,0.0002378472,0.00006293759,0.001204044,0.0008071899,0.0151984,0.6426119,0.00723773,0.3208685,0.0000573507],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7435935,0.01587103,0.1154648,0.002196979,0.0003929642,0.0003655537,0.0007535977,0.001037917,0.1203237],"genre_scores_gemma":[0.9516981,0.003789883,0.02653765,0.00007267128,0.00002068226,0.00003735557,0.0002372003,0.00003781285,0.01756875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003429096,"threshold_uncertainty_score":0.009007454,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3049763756","doi":"10.14455/isec.res.2020.7(1).str-28","title":"SEISMIC ISOLATION OF WHOLE CITY QUARTERS FOR AN EFFECTIVE AND PRESERVATIVE RECONSTRUCTION","year":2020,"lang":"en","type":"article","venue":"Proceedings of International Structural Engineering and Construction","topic":"Masonry and Concrete Structural Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Masonry; Quarter (Canadian coin); Constructive; Block (permutation group theory); Civil engineering; Construct (python library); Forensic engineering; Architectural engineering; Geology; Computer science; Engineering; Geography; Archaeology; Mathematics","authors":[{"name":"Marco Mezzi","is_ca":false},{"name":"Alessandro Fulco","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00673357724966355,"gpt":0.197411111915064,"spread":0.1906775346654005,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002408123,0.0003291361,0.0002252662,0.0004483483,0.001028797,0.0009027007,0.0004757076,0.0004394385,0.007370704],"category_scores_gemma":[0.000481793,0.0002076066,0.0002542412,0.000482226,0.0007658704,0.0004090062,0.001705326,0.0004147723,0.0007771116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003772878,"about_ca_system_score_gemma":0.001040999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00255446,"about_ca_topic_score_gemma":0.008832473,"domain_scores_codex":[0.9997672,0.00005252619,0.000009586269,0.00002762445,0.00005269824,0.0000904402],"domain_scores_gemma":[0.9998403,0.00001937273,0.00003410679,0.00005023179,0.00002045926,0.00003551201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001396962,0.0004634331,0.1731118,0.0007095719,0.0001425589,0.009302988,0.01418513,0.09725019,0.1669655,0.039878,0.005304235,0.4912896],"study_design_scores_gemma":[0.0001012994,0.001710939,0.5610895,0.0003978843,0.0002492968,0.01336672,0.07009263,0.0820778,0.05698195,0.02578077,0.1879965,0.0001547422],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.936806,0.0003409089,0.03888554,0.0003776635,0.00003055306,0.00005346399,0.0001099454,0.0001621849,0.02323372],"genre_scores_gemma":[0.9904294,0.00009238553,0.006051601,0.00001411544,0.00000464043,0.000008069224,0.00004738916,0.00001884331,0.003333618],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007370704,"threshold_uncertainty_score":0.02465749,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2936490869","doi":"10.14455/isec.res.2019.179","title":"THE POTENTIAL OF KNOWLEDGE MANAGEMENT ON CONSTRUCTION SITES","year":2019,"lang":"en","type":"article","venue":"Proceedings of International Structural Engineering and Construction","topic":"Civil and Structural Engineering Research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Knowledge management; Business; Multidisciplinary approach; Process (computing); Investment (military); Variety (cybernetics); Knowledge sharing; Knowledge transfer; Phase (matter); Quarter (Canadian coin); Order (exchange); Operations management; Computer science; Engineering; Finance","authors":[{"name":"Cornelia Ninaus","is_ca":false},{"name":"David Knapp","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.002939032382120733,"gpt":0.1928850941915545,"spread":0.1899460618094338,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006810779,0.0003012972,0.0003454839,0.002423111,0.003572657,0.006778125,0.001774652,0.002032467,0.008899267],"category_scores_gemma":[0.01634329,0.0002620079,0.0004149264,0.002720071,0.005272441,0.00992444,0.006809673,0.001299114,0.001099191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002545735,"about_ca_system_score_gemma":0.003868838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001960294,"about_ca_topic_score_gemma":0.002435764,"domain_scores_codex":[0.9825034,0.01163137,0.0003155518,0.0006349107,0.00332606,0.001588739],"domain_scores_gemma":[0.9662368,0.02289301,0.003005768,0.003384373,0.002226309,0.002253738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003332705,0.0005882464,0.05488931,0.001313092,0.0001001153,0.004636028,0.1230694,0.008327235,0.00548732,0.196088,0.01419249,0.5909756],"study_design_scores_gemma":[0.00008951415,0.0007162785,0.08066668,0.002248324,0.0001113728,0.00407873,0.2979253,0.01159626,0.004786401,0.2252933,0.3722925,0.0001953663],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6253974,0.002294855,0.0260734,0.01081191,0.000108208,0.0002197331,0.0001291035,0.0001309494,0.3348344],"genre_scores_gemma":[0.9901749,0.0004461231,0.003317279,0.0001396024,0.00003385926,0.00002966399,0.00005113327,0.00001272253,0.005794717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008899267,"threshold_uncertainty_score":0.03601933,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3010602323","doi":"10.14455/isec.res.2019.19","title":"APPLICATION OF LEAN METHODS FOR PRODUCTIVITY IMPROVEMENT IN STEEL FABRICATION SHOPS: A CASE STUDY","year":2019,"lang":"en","type":"article","venue":"Proceedings of International Structural Engineering and Construction","topic":"Operations Management Techniques","field":"Decision Sciences","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":"Productivity; Manufacturing engineering; Fabrication; Lean manufacturing; Six Sigma; Lean Six Sigma; Engineering; Baseline (sea); Quality (philosophy); Quality management; Process (computing); Operations management; Computer science","authors":[{"name":"Manuel Dufresne","is_ca":false},{"name":"Ho-Yan Mok","is_ca":false},{"name":"Reza Shakeri","is_ca":false},{"name":"Mohamed M. G. Elbarkouky","is_ca":false},{"name":"Vishal S. Sharma","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02162058100618103,"gpt":0.3621629922758202,"spread":0.3405424112696391,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003510097,0.0005453208,0.0002933614,0.001389796,0.002341533,0.001161943,0.001649598,0.001039952,0.001498711],"category_scores_gemma":[0.004309562,0.0003038331,0.0004018586,0.001409223,0.001228594,0.0006239131,0.0009330409,0.0005621612,0.0001763889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004682294,"about_ca_system_score_gemma":0.004159587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02128094,"about_ca_topic_score_gemma":0.06101493,"domain_scores_codex":[0.9969925,0.001320301,0.0001104975,0.0001807501,0.0009855288,0.000410466],"domain_scores_gemma":[0.9955781,0.002595127,0.0003670827,0.0003170966,0.0007870522,0.0003554177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.002668092,0.01133223,0.08118027,0.003251491,0.0002112254,0.03891683,0.07007934,0.1464835,0.04697327,0.0190668,0.005277965,0.574559],"study_design_scores_gemma":[0.001586006,0.01836748,0.1616763,0.001330333,0.0003837781,0.0133575,0.2179151,0.3358728,0.1201738,0.009077766,0.1197517,0.0005074652],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787106,0.0001821711,0.01404219,0.0002662014,0.000009537105,0.0004358089,0.0000627488,0.00008141978,0.006209308],"genre_scores_gemma":[0.9639381,0.0002693083,0.03342583,0.00003628867,0.000005184227,0.0001344902,0.00005653975,0.00001539798,0.002118803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02128094,"threshold_uncertainty_score":0.04231417,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2902374009","doi":"10.14455/isec.res.2015.38","title":"ASSET LEVELS OF SERVICE-BASED DECISION SUPPORT SYSTEM FOR MUNICIPAL INFRASTRUCTURE INVESTMENT: A FRAMEWORK","year":2015,"lang":"en","type":"article","venue":"Proceedings of International Structural Engineering and Construction","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","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":"Interdependence; Business; Asset management; Upgrade; Service (business); Investment (military); Asset (computer security); Critical infrastructure; Finance; Economic shortage; Decision support system; Environmental economics; Economics; Marketing; Computer science; Government (linguistics); Computer security","authors":[{"name":"Vishal Sharma","is_ca":false},{"name":"Mohamed Al‐Hussein","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01021962008975834,"gpt":0.2274890946078024,"spread":0.217269474518044,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003615635,0.0009178371,0.000869215,0.001518174,0.001013321,0.004086414,0.002206559,0.001714568,0.003938532],"category_scores_gemma":[0.005345629,0.0004103966,0.001071037,0.001140056,0.001044634,0.002366248,0.002056894,0.001539091,0.0007515714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002923396,"about_ca_system_score_gemma":0.004269157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01964598,"about_ca_topic_score_gemma":0.0143541,"domain_scores_codex":[0.9979864,0.000790032,0.0001972625,0.0002977891,0.0005010171,0.0002275329],"domain_scores_gemma":[0.9978999,0.001044308,0.000219564,0.00007826392,0.000573124,0.0001847515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001107144,0.0002386429,0.002488776,0.0001624297,0.0001090398,0.000328479,0.0003459229,0.7781048,0.001269429,0.1653931,0.003083929,0.04836477],"study_design_scores_gemma":[0.00001486388,0.0000363593,0.000107292,0.00002872365,0.00001653253,0.0000177935,0.00006225122,0.9831554,0.0002495884,0.01382651,0.002474553,0.00001015564],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01020018,0.000177454,0.9787093,0.001050039,0.000048879,0.0002841864,0.0002805709,0.0007266975,0.008522666],"genre_scores_gemma":[0.5312663,0.0004155845,0.4627784,0.0002295922,0.0001198808,0.0008811534,0.0006477062,0.00005356219,0.003607798],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01964598,"threshold_uncertainty_score":0.03906327,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4283008401","doi":"10.14455/10.14455/isec.2022.9(1).aae-17","title":"THE PHYSICAL MODEL FOR THE IL PAVILION AND THE USAGE OF ITS DIGITAL TWIN","year":2022,"lang":"en","type":"article","venue":"Proceedings of International Structural Engineering and Construction","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","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":"Pavilion; Context (archaeology); Computer science; Engineering drawing; Engineering; Civil engineering","authors":[{"name":"Baris Wenzel","is_ca":false},{"name":"Benjamin Schmid","is_ca":false},{"name":"Eberhard Möller","is_ca":false},{"name":"Julia Nett","is_ca":false},{"name":"Christiane Weber","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007216449428380293,"gpt":0.187001750651815,"spread":0.1797853012234347,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000419859,0.0005509179,0.0002320629,0.0009898014,0.0005372523,0.002116668,0.0006645347,0.0006206479,0.008447532],"category_scores_gemma":[0.001422478,0.0003122596,0.0003059868,0.00124133,0.001574893,0.001542171,0.001145145,0.0007193554,0.001706332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009744044,"about_ca_system_score_gemma":0.001320285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008864683,"about_ca_topic_score_gemma":0.009890183,"domain_scores_codex":[0.9993041,0.0000905183,0.00002750028,0.0001477723,0.0003884808,0.00004168377],"domain_scores_gemma":[0.9995603,0.0000972148,0.00003135199,0.000198364,0.00008717619,0.00002552185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006215704,0.0001614292,0.01362733,0.0007021911,0.00004679022,0.0009817017,0.002777021,0.2590774,0.08679769,0.2431121,0.01781401,0.3742808],"study_design_scores_gemma":[0.00007434902,0.0008375893,0.02987333,0.0002625894,0.000135667,0.001958013,0.002257973,0.3657433,0.07696158,0.02786832,0.4937241,0.0003030571],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2153729,0.0008312525,0.688856,0.0008102035,0.0005681319,0.0002440176,0.003028829,0.003177654,0.08711103],"genre_scores_gemma":[0.8471903,0.0005140651,0.1266153,0.00008177168,0.00003035075,0.0001743827,0.002619913,0.0003598869,0.02241399],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008864683,"threshold_uncertainty_score":0.02825981,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407598732","doi":"10.14455/isec.2019.6(1).str-51","title":"STUDY OF THE COMPOSITE ACTION OF HOLLOWCORE PANELS USED IN GIRDER-SLAB SYSTEM","year":2019,"lang":"en","type":"article","venue":"Proceedings of International Structural Engineering and Construction","topic":"Innovations in Concrete and Construction Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Composite number; Girder; Structural engineering; Slab; Action (physics); Composite material; Materials science; Engineering; Physics","authors":[{"name":"Nathalie Roy","is_ca":false},{"name":"Serge Parent","is_ca":false},{"name":"Mélissa Barrière","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008630893230012204,"gpt":0.2091724589096093,"spread":0.2005415656795971,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003616702,0.0003138907,0.00031014,0.0003204571,0.0001914967,0.0002443756,0.0002271206,0.0003103965,0.001186005],"category_scores_gemma":[0.0003789113,0.0001448563,0.0002969339,0.0001598935,0.0003116041,0.0002150704,0.000210873,0.0002385892,0.0003018251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001704034,"about_ca_system_score_gemma":0.0001423831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007974264,"about_ca_topic_score_gemma":0.001303509,"domain_scores_codex":[0.9995661,0.00007983307,0.00001557683,0.00007226907,0.0001614208,0.0001046423],"domain_scores_gemma":[0.999669,0.00006915139,0.00006084486,0.00002775167,0.000111672,0.00006162951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002155502,0.00008836422,0.001937253,0.00008289444,0.00001208423,0.0001472731,0.00009142945,0.001068391,0.9931165,0.00008475113,0.00004105726,0.003114398],"study_design_scores_gemma":[0.00001251811,0.003388773,0.02361364,0.00001030123,0.00003682388,0.0001463037,0.0001631426,0.005466238,0.9663648,0.00002490937,0.0007605825,0.00001186633],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990233,0.00009890984,0.000391689,0.000002342917,0.000003954225,0.00000578581,0.0000148911,0.000009353301,0.0004498027],"genre_scores_gemma":[0.9987418,0.0000611168,0.0005398222,0.000002467048,0.000001652525,0.000002471546,0.00002417291,0.000005484583,0.0006210404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001186005,"threshold_uncertainty_score":0.003967583,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3011132006","doi":"10.14455/isec.res.2017.18","title":"HEAVYLIFTING OPERATIONS FOR THE ASSEMBLY OF THE ARCH OF BRIDGE REPLACEMENT","year":2017,"lang":"en","type":"article","venue":"Proceedings of International Structural Engineering and Construction","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Arch; Bridge (graph theory); Limiting; Modular design; Arch bridge; Arch dam; Engineering; Position (finance); Structural engineering; Civil engineering; Computer science; Mechanical engineering; Operating system","authors":[{"name":"Juan J. Marti","is_ca":false},{"name":"Alvaro Saenz","is_ca":false},{"name":"Javier Martínez","is_ca":false},{"name":"Jose L. Salamanca","is_ca":false},{"name":"Salvador Salamanca","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01039073823041808,"gpt":0.2396544288743779,"spread":0.2292636906439598,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004628561,0.000669711,0.0003645854,0.0009508083,0.0009769645,0.0004971924,0.0007320302,0.0004524271,0.01115008],"category_scores_gemma":[0.0004999097,0.0003167297,0.0003693279,0.0004734933,0.0003143313,0.000422308,0.0008276173,0.0008073797,0.003146986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003450079,"about_ca_system_score_gemma":0.001068009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003286605,"about_ca_topic_score_gemma":0.01223194,"domain_scores_codex":[0.999544,0.00002001525,0.0000221213,0.00007780899,0.0002478117,0.00008823383],"domain_scores_gemma":[0.9996696,0.00003874588,0.00003152308,0.0001056958,0.0001085025,0.00004600836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005655605,0.0002870756,0.01362947,0.0003931667,0.00002082384,0.001328862,0.001418885,0.01049186,0.4471793,0.003430476,0.008336542,0.5129179],"study_design_scores_gemma":[0.0001749833,0.004734741,0.2134244,0.0002916451,0.0001432328,0.007792499,0.002093143,0.05245348,0.400909,0.00195711,0.3157504,0.0002753992],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7752537,0.0005590536,0.1895631,0.0001648973,0.0003453501,0.0004772586,0.0008942119,0.002344362,0.03039802],"genre_scores_gemma":[0.7347121,0.0003490793,0.2224513,0.00006578521,0.00008308094,0.000154967,0.001937827,0.0004129495,0.03983301],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01115008,"threshold_uncertainty_score":0.03730077,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407598903","doi":"10.14455/isec.2019.6(1).con-47","title":"APPLICATION OF LEAN METHODS FOR PRODUCTIVITY IMPROVEMENT IN STEEL FABRICATION SHOPS: A CASE STUDY","year":2019,"lang":"en","type":"article","venue":"Proceedings of International Structural Engineering and Construction","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Productivity; Lean manufacturing; Manufacturing engineering; Fabrication; Engineering; Business; Operations management; Medicine; Economics; Economic growth","authors":[{"name":"Manuel Dufresne","is_ca":false},{"name":"Ho-Yan Mok","is_ca":false},{"name":"Reza Shakeri","is_ca":false},{"name":"Mohamed M. G. Elbarkouky","is_ca":false},{"name":"Vishal S. Sharma","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009502985797782752,"gpt":0.2656748482622402,"spread":0.2561718624644574,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003763041,0.0005322219,0.0002769383,0.001508298,0.002577656,0.001214816,0.00165418,0.001026406,0.001581015],"category_scores_gemma":[0.004521033,0.000306023,0.0003793357,0.001525128,0.001338993,0.0006337971,0.001004955,0.0005861332,0.0001868713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00533781,"about_ca_system_score_gemma":0.004689626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0240077,"about_ca_topic_score_gemma":0.06656916,"domain_scores_codex":[0.9967842,0.001395696,0.000111624,0.0001816218,0.001081584,0.0004452922],"domain_scores_gemma":[0.9955318,0.002512121,0.0003784597,0.0003316676,0.0008634333,0.0003824285],"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":[0.002426357,0.01065819,0.08299582,0.00310704,0.0001886049,0.04108407,0.09651546,0.1097831,0.04209635,0.01857773,0.005580402,0.5869869],"study_design_scores_gemma":[0.001472876,0.01795346,0.1849239,0.001405068,0.00035186,0.01526689,0.2714662,0.2508602,0.1059893,0.008586673,0.1412145,0.0005090886],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797182,0.0001891782,0.01224038,0.0002897678,0.000009600803,0.0004350353,0.00006044537,0.00007902629,0.006978454],"genre_scores_gemma":[0.9685001,0.0002753338,0.02868555,0.00003908528,0.000005386467,0.0001270498,0.00005398359,0.00001640844,0.002296928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0240077,"threshold_uncertainty_score":0.04773593,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386375655","doi":"10.14455/10.14455/isec.2023.10(1).enr-01","title":"A STUDY ON THE ECONOMIC ANALYSIS FRAMEWORK OF THE ARCTIC ENERGY PLANT CONSTRUCTION PROJECT","year":2023,"lang":"en","type":"article","venue":"Proceedings of International Structural Engineering and Construction","topic":"Capital Investment and Risk Analysis","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Volatility (finance); Profitability index; Cost estimate; Computer science; Context (archaeology); Operations research; Environmental economics; Econometrics; Economics; Engineering; Systems engineering; Finance","authors":[{"name":"Seoungbeom Na","is_ca":false},{"name":"Woosik Jang","is_ca":false},{"name":"J.A. Park","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01325476685406245,"gpt":0.2058758373168255,"spread":0.1926210704627631,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003645658,0.0005259856,0.0004119084,0.001633041,0.000859844,0.00254198,0.0007845538,0.0007654145,0.002337123],"category_scores_gemma":[0.00544617,0.0002987358,0.001111307,0.001772458,0.001263786,0.002630253,0.00133826,0.001360033,0.00009452831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004146529,"about_ca_system_score_gemma":0.004038829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02529327,"about_ca_topic_score_gemma":0.01783846,"domain_scores_codex":[0.998161,0.001046766,0.00005122025,0.0001896052,0.0003479189,0.0002035347],"domain_scores_gemma":[0.998005,0.001271987,0.0002125709,0.00008680297,0.0002815575,0.0001420423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004587909,0.00008079022,0.006017626,0.00009341982,0.00004538564,0.0004593689,0.0002233617,0.5457285,0.0007299947,0.42531,0.0009476815,0.02031803],"study_design_scores_gemma":[0.000007953347,0.00007887771,0.004845227,0.00006744413,0.00002723924,0.0001162484,0.0005598025,0.9009786,0.0003960607,0.08785046,0.00503015,0.00004196545],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3796926,0.002365437,0.5539218,0.003704063,0.0001199025,0.0002517737,0.0004932071,0.00006855006,0.05938268],"genre_scores_gemma":[0.9566869,0.0008714125,0.03971585,0.00004644146,0.00002801183,0.00009490625,0.0001071252,0.00001365129,0.002435644],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02529327,"threshold_uncertainty_score":0.05029207,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3009858033","doi":"10.14455/isec.res.2019.168","title":"STUDY OF THE COMPOSITE ACTION OF HOLLOWCORE PANELS USED IN GIRDER-SLAB SYSTEM","year":2019,"lang":"en","type":"article","venue":"Proceedings of International Structural Engineering and Construction","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Precast concrete; Structural engineering; Slab; Shear (geology); Girder; Composite number; Engineering; Full scale; Beam (structure); Prestressed concrete; Structural system; Geotechnical engineering; Materials science; Composite material","authors":[{"name":"Nathalie Roy","is_ca":false},{"name":"Serge Parent","is_ca":false},{"name":"Mélissa Barrière","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006963681190643963,"gpt":0.1992112154205452,"spread":0.1922475342299012,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003420675,0.0003052372,0.0003036379,0.0003183217,0.0001793582,0.0002283222,0.0002345212,0.0002911507,0.001264312],"category_scores_gemma":[0.0003593868,0.0001375552,0.0002729042,0.0001489788,0.0003013461,0.0002015069,0.00019627,0.0002189161,0.0003113354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001562323,"about_ca_system_score_gemma":0.0001240007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008209778,"about_ca_topic_score_gemma":0.001343085,"domain_scores_codex":[0.9996321,0.00006764338,0.0000129094,0.00005925425,0.0001368582,0.00009130381],"domain_scores_gemma":[0.9996948,0.00006655542,0.00005356621,0.00002552991,0.000101537,0.00005811891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002271787,0.00008286059,0.002114563,0.00007171521,0.00001174432,0.0001488931,0.0000825729,0.001346794,0.9926021,0.00007839168,0.0000413561,0.003191853],"study_design_scores_gemma":[0.00001497058,0.003470908,0.02958883,0.00001000266,0.00003892721,0.000153138,0.0001660382,0.008516995,0.9572711,0.00002731966,0.0007292218,0.00001262789],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991047,0.00007007556,0.0003948233,0.000002041863,0.000003183467,0.000004856597,0.00001360922,0.000009437646,0.0003972045],"genre_scores_gemma":[0.9988993,0.00004249024,0.0004781977,0.000002120237,0.000001371489,0.000002079692,0.00002375605,0.000005008036,0.0005456489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001264312,"threshold_uncertainty_score":0.004229546,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3011000864","doi":"10.14455/isec.res.2017.71","title":"AFFORDABLE HOUSING POLICY IMPLEMENTATION MUNICIPALITIES: A CASE STUDY","year":2017,"lang":"en","type":"article","venue":"Proceedings of International Structural Engineering and Construction","topic":"Housing, Finance, and Neoliberalism","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Affordable housing; Globe; Business; Environmental planning; Policy analysis; Economic growth; Public administration; Political science; Economics; Geography","authors":[{"name":"Neetu Sharma","is_ca":false},{"name":"Vishal Sharma","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01967346371486346,"gpt":0.2642379824781125,"spread":0.244564518763249,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00617473,0.0004250884,0.0005792235,0.001558156,0.02113659,0.005092616,0.001989408,0.002998986,0.003276906],"category_scores_gemma":[0.01500544,0.0005530748,0.0004506715,0.005467778,0.004220427,0.001834355,0.005304732,0.002253736,0.0002583811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04662566,"about_ca_system_score_gemma":0.04561529,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6854051,"about_ca_topic_score_gemma":0.8367583,"domain_scores_codex":[0.9912402,0.004517139,0.0002355031,0.0002879966,0.001018744,0.002700488],"domain_scores_gemma":[0.9901266,0.004065781,0.001028037,0.0004233525,0.002090978,0.002265275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004093858,0.003187732,0.1386139,0.001119331,0.0001217267,0.08094326,0.5909778,0.006065319,0.001652665,0.08901573,0.02119896,0.0666941],"study_design_scores_gemma":[0.00007663391,0.0003284292,0.05066299,0.0004474941,0.00006808665,0.001406631,0.885131,0.001939794,0.0004725163,0.00204227,0.0573778,0.00004626633],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706464,0.0005501755,0.0008157794,0.005017038,0.00003437512,0.0004445727,0.0001690013,0.00001588163,0.02230665],"genre_scores_gemma":[0.9927396,0.0008630776,0.0009013898,0.0005428478,0.00001491119,0.0002315866,0.00008912413,0.00001122036,0.004606235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6854051,"threshold_uncertainty_score":0.6328951,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387247278","doi":"10.14455/isec.2023.10(1).enr-01","title":"A STUDY ON THE ECONOMIC ANALYSIS FRAMEWORK OF THE ARCTIC ENERGY PLANT CONSTRUCTION PROJECT","year":2023,"lang":"en","type":"article","venue":"Proceedings of International Structural Engineering and Construction","topic":"Capital Investment and Risk Analysis","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Volatility (finance); Profitability index; Computer science; Cost estimate; Context (archaeology); Operations research; Environmental economics; Economics; Econometrics; Engineering; Systems engineering; Finance","authors":[{"name":"Seoungbeom Na","is_ca":false},{"name":"Woosik Jang","is_ca":false},{"name":"J.A. Park","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01325476685406245,"gpt":0.2058758373168255,"spread":0.1926210704627631,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003645658,0.0005259856,0.0004119084,0.001633041,0.000859844,0.00254198,0.0007845538,0.0007654145,0.002337123],"category_scores_gemma":[0.00544617,0.0002987358,0.001111307,0.001772458,0.001263786,0.002630253,0.00133826,0.001360033,0.00009452831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004146529,"about_ca_system_score_gemma":0.004038829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02529327,"about_ca_topic_score_gemma":0.01783846,"domain_scores_codex":[0.998161,0.001046766,0.00005122025,0.0001896052,0.0003479189,0.0002035347],"domain_scores_gemma":[0.998005,0.001271987,0.0002125709,0.00008680297,0.0002815575,0.0001420423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004587909,0.00008079022,0.006017626,0.00009341982,0.00004538564,0.0004593689,0.0002233617,0.5457285,0.0007299947,0.42531,0.0009476815,0.02031803],"study_design_scores_gemma":[0.000007953347,0.00007887771,0.004845227,0.00006744413,0.00002723924,0.0001162484,0.0005598025,0.9009786,0.0003960607,0.08785046,0.00503015,0.00004196545],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3796926,0.002365437,0.5539218,0.003704063,0.0001199025,0.0002517737,0.0004932071,0.00006855006,0.05938268],"genre_scores_gemma":[0.9566869,0.0008714125,0.03971585,0.00004644146,0.00002801183,0.00009490625,0.0001071252,0.00001365129,0.002435644],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02529327,"threshold_uncertainty_score":0.05029207,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399761762","doi":"10.14455/isec.2024.11(2).hos-02","title":"AN EXPLORATION OF PASIFIKA MULTIGENERATIONAL SOCIAL HOUSING","year":2024,"lang":"en","type":"article","venue":"Proceedings of International Structural Engineering and Construction","topic":"New Zealand Economic and Social Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Cohabitation; Quarter (Canadian coin); Sociology; Public housing; Current Population Survey; Population; Public relations; Psychology; Political science; Economic growth; Geography; Demography; Economics","authors":[{"name":"Ian Fistonich","is_ca":false},{"name":"Lydia Kiroff","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02385868111933526,"gpt":0.2269180050244639,"spread":0.2030593239051287,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001749917,0.0002859263,0.000222287,0.001083978,0.007749965,0.003119477,0.001012868,0.0006289096,0.006177601],"category_scores_gemma":[0.002464071,0.0003495172,0.0002770609,0.001342737,0.00488287,0.003476491,0.006295093,0.001052166,0.0001903569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006714926,"about_ca_system_score_gemma":0.004172806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05690914,"about_ca_topic_score_gemma":0.1892869,"domain_scores_codex":[0.9987412,0.0007344689,0.00003082072,0.0001105554,0.0001412285,0.0002417508],"domain_scores_gemma":[0.9990599,0.0004094164,0.0001338603,0.00009341336,0.0001516395,0.000151851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006544828,0.0001213398,0.04531039,0.000229702,0.00002683237,0.007296084,0.8019887,0.0005134236,0.0008616378,0.07129531,0.002687851,0.06960335],"study_design_scores_gemma":[0.00000742453,0.00008929234,0.04789427,0.0002703463,0.00001736898,0.001841701,0.8832263,0.0008885983,0.0002160091,0.007287857,0.05823754,0.00002322844],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9363407,0.0005985962,0.002335294,0.002325773,0.00004114909,0.0001272834,0.00006992325,0.00001177107,0.05814946],"genre_scores_gemma":[0.9958961,0.0004367773,0.0009687275,0.00007254375,0.00000433258,0.00005131486,0.00002178138,0.000004578522,0.002543923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05690914,"threshold_uncertainty_score":0.1131558,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4361989600","doi":"10.14455/isec.2022.9(1).aae-17","title":"THE PHYSICAL MODEL FOR THE IL PAVILION AND THE USAGE OF ITS DIGITAL TWIN","year":2022,"lang":"en","type":"article","venue":"Proceedings of International Structural Engineering and Construction","topic":"Civil and Structural Engineering Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Pavilion; Context (archaeology); Computer science; Engineering; Engineering drawing; Civil engineering","authors":[{"name":"Baris Wenzel","is_ca":false},{"name":"Benjamin Schmid","is_ca":false},{"name":"Eberhard Möller","is_ca":false},{"name":"Julia Nett","is_ca":false},{"name":"Christiane Weber","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005605682074179942,"gpt":0.2045495421631627,"spread":0.1989438600889828,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003757888,0.0005254594,0.0002356516,0.0008304659,0.0004981936,0.002045136,0.0006806078,0.0006188602,0.00814004],"category_scores_gemma":[0.001324347,0.0002932752,0.0003117093,0.001066539,0.00145521,0.001504676,0.0010046,0.0007048929,0.001701745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000907034,"about_ca_system_score_gemma":0.001238711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008665808,"about_ca_topic_score_gemma":0.008582409,"domain_scores_codex":[0.9993896,0.00008084577,0.0000248459,0.0001324381,0.0003349357,0.00003726686],"domain_scores_gemma":[0.9996049,0.00009357697,0.00002962924,0.000172203,0.00007801875,0.00002163348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005717237,0.0001551061,0.01094502,0.0006352055,0.00004488598,0.0008477452,0.002132409,0.3465138,0.07003346,0.2613494,0.0157821,0.2909892],"study_design_scores_gemma":[0.0000759224,0.0007477578,0.02051799,0.0002091895,0.0001234495,0.001467295,0.001509812,0.4817609,0.06201865,0.03027766,0.4010407,0.0002506356],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2000596,0.0007579105,0.7099947,0.0007428672,0.0005331865,0.0002254493,0.002817234,0.003054879,0.08181415],"genre_scores_gemma":[0.8539207,0.0005062697,0.1192282,0.00008043643,0.00003084907,0.0001806709,0.002582531,0.000343878,0.0231264],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008665808,"threshold_uncertainty_score":0.0272311,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3193817600","doi":"10.14455/isec.2021.8(1).cpm-04","title":"OPTIMIZING PRODUCTIVITY RATE TO MINIMIZE OVERDRAFT INTEREST PAYMENT IN INFRASTRUCTURE CONSTRUCTION PROJECTS","year":2021,"lang":"en","type":"article","venue":"Proceedings of International Structural Engineering and Construction","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Cash flow; Overdraft; Payment; Profit (economics); Business; Cash; Investment (military); Productivity; Finance; Computer science; Economics; Microeconomics","authors":[{"name":"Ahmed A. Okasha","is_ca":false},{"name":"Parastoo Eivazi Ziaei","is_ca":false},{"name":"Ahmed Hammad","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02567016380655884,"gpt":0.2810932112649726,"spread":0.2554230474584137,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002677313,0.0006734148,0.0008342711,0.0009272228,0.0004925841,0.002038624,0.001013712,0.001135348,0.001448909],"category_scores_gemma":[0.004058042,0.0006791293,0.000579345,0.0008488473,0.0004217915,0.001134523,0.0008456116,0.0007139791,0.0002440515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001828998,"about_ca_system_score_gemma":0.003047636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009216892,"about_ca_topic_score_gemma":0.008352977,"domain_scores_codex":[0.9985301,0.0006618477,0.00005312719,0.000160198,0.0002289397,0.0003658547],"domain_scores_gemma":[0.9988346,0.0005762525,0.0002588396,0.00005624185,0.0001569709,0.0001171438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005015768,0.00004880155,0.001043261,0.00002444246,0.000008380752,0.00003468611,0.00002407278,0.9910144,0.000976206,0.001101885,0.0001100708,0.005563613],"study_design_scores_gemma":[0.00001047056,0.0001098673,0.0007055158,0.000007612213,0.00001170475,0.00001767919,0.00004816419,0.997448,0.000715311,0.0007095309,0.0002076838,0.000008529885],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5481336,0.0004771884,0.4393962,0.000370356,0.00004159605,0.0003104698,0.0001667604,0.0002664447,0.01083727],"genre_scores_gemma":[0.9834211,0.0001464789,0.01512886,0.00001137819,0.000003053245,0.00006893267,0.00003669145,0.00001875113,0.001164765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009216892,"threshold_uncertainty_score":0.01832652,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}