{"meta":{"query_hash":"1c10d50a233e","filters":{"venue":"Acta Structilia"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"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/1c10d50a233e","api":"https://metacan.xera.ac/api/v1/cohort?venue=Acta+Structilia"},"results":[{"id":"W2284936075","doi":"","title":"Efficiency in the provision of production specifications for the South African construction industry : : commentary","year":2005,"lang":"en","type":"article","venue":"Acta Structilia","topic":"BIM and Construction Integration","field":"Engineering","cited_by":1,"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":"Workmanship; Inefficiency; Production (economics); System requirements specification; Computer science; National standard; Engineering; Operations management; Software engineering; Economics","score_opus":0.02173846815063285,"score_gpt":0.22735401901067662,"score_spread":0.20561555086004377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2284936075","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":[0.984559,0.00013314997,0.003239129,0.008657792,0.0011392778,0.0010196102,0.000035758552,0.00008886648,0.001127443],"genre_scores_gemma":[0.99767685,0.000018376522,0.0017550414,0.00004934326,0.00034871165,0.00010855067,0.000011740762,0.000011153416,0.000020208296],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992152,0.000034339337,0.0003035699,0.0001492822,0.00015667033,0.00014094109],"domain_scores_gemma":[0.99941593,0.0000963775,0.00008489887,0.0003203974,0.00006494824,0.000017464847],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002143151,0.000109439505,0.00009624007,0.00009578161,0.00014990817,0.000027559703,0.000205378,0.00010286782,0.00003941737],"category_scores_gemma":[0.000046788744,0.000071602524,0.00004854846,0.00038570195,0.00015310354,0.00019093514,0.0000095911655,0.00032316128,0.0000016536477],"study_design_candidate":"design_other","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":[0.00013979507,0.00017294203,0.016099487,0.00013605188,0.00010918649,2.5000259e-7,0.016383851,0.016955264,0.021389008,0.0233964,0.019501375,0.8857164],"study_design_scores_gemma":[0.0034301693,0.0004331982,0.2475849,0.00024534474,0.0004393401,0.00037475125,0.2222843,0.1269541,0.10724038,0.008275847,0.2812852,0.0014524813],"about_ca_topic_score_codex":0.000020824833,"about_ca_topic_score_gemma":0.00007404008,"teacher_disagreement_score":0.88426393,"about_ca_system_score_codex":0.00006492387,"about_ca_system_score_gemma":0.000019957723,"threshold_uncertainty_score":0.2919866},"labels":[],"label_agreement":null},{"id":"W2595110336","doi":"10.38140/as.v12i2.1737","title":"Commentary on “site managers manual on energy and water efficient housing”","year":2005,"lang":"en","type":"article","venue":"Acta Structilia","topic":"Sustainable Building Design and Assessment","field":"Engineering","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":"Public Works and Government Services Canada","funders":"University of Pretoria; National Research Foundation","keywords":"Energy (signal processing); Business; Architectural engineering; Environmental science; Operations management; Engineering; Mathematics; Statistics","score_opus":0.004566524760600338,"score_gpt":0.20963950504426462,"score_spread":0.20507298028366427,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2595110336","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":[0.9953809,0.00004409753,0.00024578744,0.001139221,0.00030143236,0.00007995487,0.0000047057756,0.00017885868,0.0026250442],"genre_scores_gemma":[0.997557,0.000021822281,0.00044449544,0.0015093327,0.00018324693,0.0000075330804,0.0000124701955,0.000033787634,0.00023034302],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.999196,0.000018147359,0.00011895197,0.00019471074,0.0001528013,0.00031939294],"domain_scores_gemma":[0.99967474,0.000027140668,0.000011665102,0.00020376427,0.000008562413,0.00007414651],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006018185,0.00017340083,0.00012015215,0.00011594873,0.00008525736,0.00005182749,0.00008183406,0.00004792169,0.00006983935],"category_scores_gemma":[0.0000013699879,0.00014230542,0.000029467741,0.000051224022,0.000026778247,0.000058225647,0.00003570306,0.00010111955,0.000011642264],"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":[0.00025608335,0.00024673712,0.00097601005,0.0002046079,0.00031636836,0.00019295786,0.0015198018,0.48481318,0.028949767,0.0041493657,0.22237414,0.25600097],"study_design_scores_gemma":[0.002188282,0.00040384868,0.0030455054,0.00013149678,0.000084013765,0.000025683834,0.0008167595,0.1831411,0.17558967,0.0004076796,0.6330535,0.0011124678],"about_ca_topic_score_codex":0.000026137794,"about_ca_topic_score_gemma":0.000005962795,"teacher_disagreement_score":0.41067934,"about_ca_system_score_codex":0.00016384624,"about_ca_system_score_gemma":0.0000026181965,"threshold_uncertainty_score":0.5803047},"labels":[],"label_agreement":null},{"id":"W2728389995","doi":"10.18820/24150487/as24i1.4","title":"Volhoubare fasiliteitsbestuur in winkelsentrums in Pretoria","year":2017,"lang":"en","type":"article","venue":"Acta Structilia","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":1,"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":"Facility management; Business; Property management; Sustainable management; Sample (material); Consumption (sociology); Population; Sustainable development; Quarter (Canadian coin); Marketing; Environmental resource management; Sustainability; Geography; Finance; Environmental health; Medicine","score_opus":0.010138531705000176,"score_gpt":0.25177855739134375,"score_spread":0.24164002568634357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2728389995","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":[0.992429,0.00010199319,0.000030585084,0.00008316563,0.0010157094,0.00021619325,0.0000034075033,0.00010817857,0.0060117566],"genre_scores_gemma":[0.99913216,0.000032206208,0.00040731134,0.000007787906,0.00011403316,0.00002490209,0.0000029498067,0.000030296202,0.00024832782],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9989911,0.000017312917,0.00022647274,0.00022318789,0.00014681157,0.00039512693],"domain_scores_gemma":[0.99925405,0.000026266982,0.000037919588,0.00059749983,0.000019654086,0.00006460565],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013449266,0.00016928761,0.00020420132,0.0001360464,0.00007350338,0.00012766517,0.0003924015,0.00010217733,0.00006740833],"category_scores_gemma":[0.00008495137,0.00018034772,0.0000345833,0.00010499652,0.000035389632,0.00039671466,0.00006515753,0.00024381785,0.000007867947],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029258397,0.000045544653,0.954997,0.00020043085,0.000029850864,0.00020433089,0.00087889156,0.0019794554,0.0058646076,0.0017717697,0.0015409004,0.032457974],"study_design_scores_gemma":[0.00091827405,0.000023432418,0.9783791,0.00010538686,0.0000062277254,0.0000066963157,0.00067282043,0.008987692,0.001897428,0.0025830958,0.0060956427,0.00032422596],"about_ca_topic_score_codex":0.0001953255,"about_ca_topic_score_gemma":0.00022121987,"teacher_disagreement_score":0.032133747,"about_ca_system_score_codex":0.00021644522,"about_ca_system_score_gemma":0.000037247926,"threshold_uncertainty_score":0.7354367},"labels":[],"label_agreement":null},{"id":"W2797651295","doi":"10.38140/as.v15i1.188","title":"An assessment of the feasible application of environmental valuation methods on Rand Water open-space","year":2008,"lang":"en","type":"article","venue":"Acta Structilia","topic":"Economic and Environmental Valuation","field":"Economics, Econometrics and Finance","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":"Kruger (Canada)","funders":"","keywords":"Valuation (finance); Space (punctuation); Economic shortage; Water resources; Sustainable development; Business; Water scarcity; Environmental economics; Environmental resource management; Economics; Computer science; Political science; Accounting; Law; Ecology","score_opus":0.10752191808016304,"score_gpt":0.32366113986445255,"score_spread":0.21613922178428951,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2797651295","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":[0.98940355,0.000026673011,0.005846878,0.00013426405,0.0001403177,0.00045178703,0.00005890334,0.0000041271232,0.0039334903],"genre_scores_gemma":[0.9893596,0.000057485788,0.010258386,0.00004068169,0.000019610558,0.00003373313,0.00003705663,0.000013810621,0.00017961563],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99906844,0.00006815742,0.0004288032,0.00027240024,0.00005201881,0.000110161054],"domain_scores_gemma":[0.99908715,0.000026948579,0.0003619338,0.00048990274,0.000004170209,0.000029877832],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00067220675,0.00009796827,0.00023762074,0.00005310988,0.00010866501,0.000010786613,0.000319421,0.00006152643,0.0004430603],"category_scores_gemma":[0.000008206857,0.00008055965,0.000063650536,0.00004747542,0.000105319465,0.00030116225,0.000088322275,0.00007258533,0.000025034977],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038625185,0.00030893896,0.8800897,0.00001360913,0.00005337623,6.166768e-8,0.0007363062,0.0015629629,0.0890265,0.022615949,0.000048032292,0.0055059134],"study_design_scores_gemma":[0.0006883272,0.00009933306,0.93877006,0.0000027516326,0.000008656469,0.0000020361574,0.00009001033,0.006872225,0.043976855,0.008790916,0.0006023907,0.0000964666],"about_ca_topic_score_codex":0.0001177429,"about_ca_topic_score_gemma":0.00000406369,"teacher_disagreement_score":0.05868031,"about_ca_system_score_codex":0.00014414002,"about_ca_system_score_gemma":0.000009189511,"threshold_uncertainty_score":0.48511997},"labels":[],"label_agreement":null},{"id":"W4408275413","doi":"10.38140/as.v12i1.1751","title":"Efficiency in the provision of production specifications for the South African construction industry","year":2005,"lang":"en","type":"article","venue":"Acta Structilia","topic":"Construction Project Management and Performance","field":"Decision Sciences","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":"Production (economics); Business; Operations management; Engineering; Economics; Microeconomics","score_opus":0.1346233319425785,"score_gpt":0.3532453232410898,"score_spread":0.21862199129851131,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408275413","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":[0.9811758,0.000048376478,0.0016573652,0.010931266,0.0010519184,0.001322793,0.000017139764,0.000026835698,0.0037685246],"genre_scores_gemma":[0.9968013,0.00001438975,0.0020866068,0.000049008824,0.0003580545,0.00008160208,0.000002665712,0.0000065429163,0.0005997858],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9977847,0.00012460949,0.0006863601,0.00040370208,0.0007862086,0.00021441845],"domain_scores_gemma":[0.99773264,0.0006597066,0.0004637778,0.0008536315,0.00026591626,0.000024299028],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024158903,0.0001286826,0.0001624788,0.00033789445,0.0003794612,0.00014301504,0.00088472967,0.00009690277,0.00020650592],"category_scores_gemma":[0.0012937599,0.00006969847,0.00009158181,0.0017911053,0.00037902093,0.0005063367,0.00006559128,0.00032241346,0.000015464579],"study_design_candidate":"design_other","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":[0.00017869475,0.00010580126,0.058360502,0.000018413666,0.000023200135,1.642774e-7,0.009231657,0.0011161588,0.0010414225,0.022625044,0.006506601,0.90079236],"study_design_scores_gemma":[0.0014899992,0.00024626954,0.4262983,0.000047225025,0.00011223317,0.000097525975,0.1358376,0.01877485,0.00546111,0.017368793,0.39373365,0.00053245877],"about_ca_topic_score_codex":0.000021285958,"about_ca_topic_score_gemma":0.000089029774,"teacher_disagreement_score":0.90025985,"about_ca_system_score_codex":0.000036954192,"about_ca_system_score_gemma":0.000080864906,"threshold_uncertainty_score":0.29185474},"labels":[],"label_agreement":null}]}