{"meta":{"query_hash":"943856aecbff","filters":{"venue":"The Structural Engineer"},"cohort_total":16,"direct_labels_cover":0,"predictions_cover":16,"exported":16,"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/943856aecbff","api":"https://metacan.xera.ac/api/v1/cohort?venue=The+Structural+Engineer"},"results":[{"id":"W1560781485","doi":"10.56330/txia6910","title":"The Quebec Bridge collapse: a preventable failure (part 2)","year":2014,"lang":"en","type":"article","venue":"The Structural Engineer","topic":"Structural Engineering and Vibration Analysis","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":"Bridge (graph theory); Forensic engineering; Engineering; Geology; Seismology; Medicine","score_opus":0.004716435758392839,"score_gpt":0.19137158955593897,"score_spread":0.18665515379754613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1560781485","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":[0.8431757,0.003135715,0.12762734,0.0061621764,0.0072931447,0.0011748838,0.00008036603,0.0040359464,0.0073147328],"genre_scores_gemma":[0.9955903,0.00002714591,0.0003007991,0.00006925303,0.00046461716,0.000025434476,0.000020322062,0.00004526291,0.0034568463],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890965,0.00003950734,0.0002626401,0.00015552444,0.00023825715,0.00039439494],"domain_scores_gemma":[0.99916726,0.00016406573,0.000031031344,0.00050494645,0.00004377014,0.00008890261],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017735927,0.00025980105,0.00019868348,0.00004673044,0.0003016214,0.00016060841,0.00041641295,0.00007332564,0.00016317065],"category_scores_gemma":[0.00005587813,0.00014179687,0.000121838115,0.0003719541,0.00008011334,0.00013667086,0.00003530761,0.0002791628,0.00005911997],"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":[0.0000060019247,8.9406416e-7,0.00002469124,0.00003321861,0.00021637858,7.1377275e-7,0.00025510753,0.931059,0.0019318531,0.012930349,0.030515525,0.023026293],"study_design_scores_gemma":[0.00031317252,0.00001572068,0.006297697,0.000017195653,0.00007526527,0.000031707477,0.00008488107,0.7636567,0.0031567472,0.0006227217,0.22532786,0.00040034272],"about_ca_topic_score_codex":0.00022641126,"about_ca_topic_score_gemma":0.00073138444,"teacher_disagreement_score":0.19481234,"about_ca_system_score_codex":0.00007670616,"about_ca_system_score_gemma":0.000012346336,"threshold_uncertainty_score":0.57823086},"labels":[],"label_agreement":null},{"id":"W2769771472","doi":"10.56330/iwje6703","title":"Design of the roof for the Grandview Heights Aquatic Centre, Surrey, Canada","year":2017,"lang":"en","type":"article","venue":"The Structural Engineer","topic":"Structural Engineering and Vibration Analysis","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":"Roof; Catenary; Environmental science; Civil engineering; Engineering; Structural engineering","score_opus":0.013221456623901782,"score_gpt":0.20477850313982224,"score_spread":0.19155704651592045,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2769771472","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":[0.2570838,0.0091998875,0.70472306,0.010310339,0.013138069,0.003901776,0.00025439754,0.0005379066,0.00085075095],"genre_scores_gemma":[0.9990985,0.000036797035,0.00034383027,0.000037682366,0.0001247058,0.000015256376,0.0000041584794,0.000027091724,0.000312015],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914765,0.000025516432,0.00023622025,0.00010621246,0.00023647617,0.0002478941],"domain_scores_gemma":[0.99872094,0.0003100902,0.0000802227,0.0007997398,0.00004600028,0.000043007054],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001311827,0.0002050412,0.00021891462,0.00001883256,0.0004444584,0.00006327129,0.00084033096,0.00004176491,0.00005246742],"category_scores_gemma":[0.00011456941,0.00008789501,0.0001383561,0.000104807696,0.00008769124,0.00007767425,0.000037024874,0.00016343231,0.000001029253],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000056112126,4.6897736e-7,0.000040343446,0.000052174015,0.0002194341,2.805217e-7,0.00016332266,0.99142486,0.0005124534,0.0011957363,0.0014981717,0.0048871525],"study_design_scores_gemma":[0.00028089387,0.000004841142,0.009117411,0.000025920008,0.0001578793,0.0000053539493,0.000044924596,0.98286575,0.0049603344,0.00051738933,0.0018458168,0.00017346146],"about_ca_topic_score_codex":0.012623756,"about_ca_topic_score_gemma":0.014943215,"teacher_disagreement_score":0.74201465,"about_ca_system_score_codex":0.00005658522,"about_ca_system_score_gemma":0.000046962065,"threshold_uncertainty_score":0.99395126},"labels":[],"label_agreement":null},{"id":"W2895720708","doi":"","title":"Project focus: The TallWood House at Brock Commons, Vancouver","year":2018,"lang":"en","type":"article","venue":"The Structural Engineer","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":2,"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":"Architectural engineering; Residence; Commons; Engineering; Focus (optics); Civil engineering; Political science; Sociology; Law","score_opus":0.01066503512097241,"score_gpt":0.1996376821776256,"score_spread":0.18897264705665318,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2895720708","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":[0.98834425,0.0018251574,0.00007167406,0.00023102986,0.0015201062,0.00048628365,0.000022595159,0.0010234725,0.006475433],"genre_scores_gemma":[0.99622583,0.0000206913,0.00014117021,0.000050832085,0.00048291255,0.00002857994,0.0000033855495,0.00006555368,0.0029810152],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.999278,0.000024031415,0.00013427435,0.000110636836,0.00015364405,0.00029943118],"domain_scores_gemma":[0.99947846,0.000054120672,0.000017211834,0.00039814063,0.000022041633,0.000030003284],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000036304074,0.00022304247,0.00013339325,0.000029411996,0.00023546405,0.000043902484,0.00031207778,0.00005445355,0.00013338542],"category_scores_gemma":[0.000008402974,0.00009926603,0.00007425134,0.00014349945,0.00010725706,0.00010477669,0.00007708925,0.00016196683,0.00013803072],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021179467,0.000019136894,0.0019645472,0.00013291236,0.0015514991,0.000014139887,0.013779345,0.016736623,0.014705992,0.001317935,0.92858714,0.020978948],"study_design_scores_gemma":[0.0041743964,0.000912642,0.020661276,0.00014437425,0.0007605361,0.00023975472,0.0017346751,0.09954666,0.1985428,0.0038859283,0.6664635,0.0029334736],"about_ca_topic_score_codex":0.00007746387,"about_ca_topic_score_gemma":0.0008981354,"teacher_disagreement_score":0.26212364,"about_ca_system_score_codex":0.000063783635,"about_ca_system_score_gemma":0.00000767667,"threshold_uncertainty_score":0.4047951},"labels":[],"label_agreement":null},{"id":"W2898676229","doi":"","title":"Project focus: Structural design of the new Exhibition Road Quarter at the Victoria & Albert Museum, London","year":2018,"lang":"en","type":"article","venue":"The Structural Engineer","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary 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":"Exhibition; Quarter (Canadian coin); Architectural engineering; Engineering; Situated; Roof; Visual arts; Pedestrian; Civil engineering; Archaeology; Computer science; Art; Geography","score_opus":0.013808868786029138,"score_gpt":0.2136097081214414,"score_spread":0.19980083933541226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2898676229","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":[0.994669,0.000525911,0.00011743893,0.0014646437,0.0017286257,0.0005458588,0.000057172834,0.00005506883,0.00083626894],"genre_scores_gemma":[0.9970016,0.0000064883657,0.00019125323,0.00012124684,0.00069914287,0.0000016657281,0.000029564315,0.000007555675,0.0019415087],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99856627,0.00026235532,0.00024230067,0.00021579988,0.0003652972,0.000347958],"domain_scores_gemma":[0.9991545,0.00017067358,0.00010800263,0.00043861993,0.00007218799,0.00005602425],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00027425867,0.00022984642,0.00017221546,0.000021437312,0.0004702692,0.000069698726,0.00053062115,0.000079165235,0.0017306634],"category_scores_gemma":[0.00006053153,0.00008443896,0.00011997606,0.00030824298,0.00024101476,0.00020315674,0.000032396143,0.00021555477,0.000082578175],"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":[0.0033868419,0.000024928726,0.12276895,0.00024485477,0.0013117148,0.000020296744,0.11382185,0.075403504,0.05578913,0.0019168763,0.30131385,0.3239972],"study_design_scores_gemma":[0.00089348137,0.00042996233,0.93848664,0.00006439195,0.000105149775,0.00016083068,0.00065387756,0.0393933,0.009978143,0.0027116484,0.0065120757,0.0006104993],"about_ca_topic_score_codex":0.0050494997,"about_ca_topic_score_gemma":0.0040531727,"teacher_disagreement_score":0.8157177,"about_ca_system_score_codex":0.000013867497,"about_ca_system_score_gemma":0.000048274425,"threshold_uncertainty_score":0.99918187},"labels":[],"label_agreement":null},{"id":"W2916467121","doi":"10.56330/uydl2202","title":"The Quebec Bridge collapse: a preventable failure (part 1)","year":2014,"lang":"en","type":"article","venue":"The Structural Engineer","topic":"Structural Engineering and Vibration Analysis","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":"Bridge (graph theory); Forensic engineering; Progressive collapse; Engineering; Seismology; Geology; History; Structural engineering; Reinforced concrete; Medicine","score_opus":0.004692209383694498,"score_gpt":0.19116632007257303,"score_spread":0.18647411068887854,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2916467121","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":[0.8460155,0.0031086924,0.1255745,0.006151498,0.007121287,0.001149263,0.00007845906,0.003949365,0.0068514016],"genre_scores_gemma":[0.9955979,0.000027690821,0.0003018623,0.000069138914,0.00046358464,0.000025415407,0.000020405494,0.00004523513,0.00344874],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890834,0.00003948799,0.0002639153,0.00015584994,0.00023816053,0.0003942486],"domain_scores_gemma":[0.9991673,0.00016384207,0.00003117583,0.00050493394,0.000043832297,0.000088878434],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017851357,0.00025975026,0.00019857314,0.000046688565,0.00030151277,0.00016086113,0.0004162443,0.00007331486,0.00016071917],"category_scores_gemma":[0.00005589465,0.00014177512,0.00012181899,0.00037147148,0.000080091886,0.00013659801,0.0000353039,0.0002791109,0.000059086557],"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":[0.0000060010543,8.88655e-7,0.000024679544,0.000032987235,0.0002148478,7.093712e-7,0.00025771826,0.93140006,0.0020039142,0.012869475,0.029940296,0.0232484],"study_design_scores_gemma":[0.00031542015,0.000015986365,0.006253179,0.000017580252,0.000075823875,0.00003284554,0.00008785858,0.7670665,0.0032141733,0.00063454633,0.22188255,0.00040355945],"about_ca_topic_score_codex":0.00022386646,"about_ca_topic_score_gemma":0.00070587,"teacher_disagreement_score":0.19194226,"about_ca_system_score_codex":0.00007667464,"about_ca_system_score_gemma":0.000012425895,"threshold_uncertainty_score":0.5781421},"labels":[],"label_agreement":null},{"id":"W2989752276","doi":"10.56330/trgm8816","title":"Next-generation buildings: wired for health and wellbeing","year":2019,"lang":"en","type":"article","venue":"The Structural Engineer","topic":"Climate Change and Health Impacts","field":"Environmental Science","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":"Architectural engineering; Institution; Engineering; Sociology; Gerontology; Medicine; Social science","score_opus":0.043492674607193346,"score_gpt":0.29071215118472343,"score_spread":0.24721947657753007,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2989752276","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":[0.99423593,0.00018991416,0.00012255764,0.004671788,0.0002339713,0.00038066547,0.000006117012,0.000022383252,0.00013665571],"genre_scores_gemma":[0.9960817,0.000054102755,0.0012785034,0.0020987308,0.00015345705,0.0000073611423,0.000015608968,0.00001007934,0.00030046003],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99947506,0.000009436178,0.00009457019,0.0001162282,0.00008271386,0.0002220069],"domain_scores_gemma":[0.9997343,0.00003238907,0.000034538072,0.00010299235,0.0000028168492,0.0000929675],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000128168,0.000072643066,0.00008269932,0.00001045292,0.00012383288,0.000028613556,0.000064156455,0.00002301816,0.0002616059],"category_scores_gemma":[0.00001739609,0.000046167865,0.00001620017,0.000051366962,0.000020185795,0.00013687163,0.00003377563,0.000043374148,0.000022809207],"study_design_candidate":"simulation_or_modeling","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":[0.0002027395,0.000017677483,0.023749337,0.00061442703,0.00004375345,0.0000012295835,0.031064192,0.024155855,0.5905115,0.006626862,0.08941365,0.23359878],"study_design_scores_gemma":[0.0035026905,0.0012034039,0.12316627,0.00015011273,0.000038938506,0.000093344206,0.0015543355,0.7368265,0.007881132,0.0063603306,0.118042864,0.001180114],"about_ca_topic_score_codex":0.00007258748,"about_ca_topic_score_gemma":0.000023690278,"teacher_disagreement_score":0.7126706,"about_ca_system_score_codex":0.000060237697,"about_ca_system_score_gemma":0.0000046896917,"threshold_uncertainty_score":0.2864401},"labels":[],"label_agreement":null},{"id":"W3008115804","doi":"","title":"Xiqu Centre, Hong Kong: design and construction of a suspended theatre structure","year":2020,"lang":"en","type":"article","venue":"The Structural Engineer","topic":"Structural Engineering and Vibration Analysis","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":"Skyline; Architectural engineering; Quarter (Canadian coin); Realm; Public space; Geography; Engineering; Civil engineering; Archaeology","score_opus":0.00848246774154568,"score_gpt":0.1810092690014109,"score_spread":0.17252680125986522,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3008115804","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":[0.7923762,0.0011860696,0.20262995,0.0013567421,0.0006429375,0.0005029172,0.00008175553,0.0008410007,0.0003823784],"genre_scores_gemma":[0.98558545,0.00003907717,0.014123186,0.000047034286,0.00013595776,0.0000016495665,0.000017279523,0.000037305876,0.000013054585],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906313,0.000036599744,0.00028085939,0.00018772198,0.0001936243,0.00023803551],"domain_scores_gemma":[0.9994944,0.00008134916,0.000045697525,0.00020091074,0.00004624066,0.00013140605],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000044980425,0.00027275673,0.00030108282,0.00007080646,0.00006420164,0.000036956706,0.0001840533,0.00009834683,0.00031497004],"category_scores_gemma":[0.00002688585,0.0001865393,0.00008497904,0.00038833776,0.00011133369,0.00014212572,0.000029174324,0.00026788903,0.0000029073665],"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":[0.000023901706,5.3810436e-7,0.00009924621,0.00010136646,0.00021526606,0.000002232932,0.0010449559,0.9583017,0.02403443,0.0040639956,0.00022597016,0.011886345],"study_design_scores_gemma":[0.00041543823,0.000026630969,0.0012297131,0.00001515912,0.00010678247,0.00004451259,0.0004178709,0.9508001,0.045188826,0.0012181941,0.00023788134,0.00029884043],"about_ca_topic_score_codex":0.0000085633865,"about_ca_topic_score_gemma":0.0000017501889,"teacher_disagreement_score":0.19320922,"about_ca_system_score_codex":0.000023594153,"about_ca_system_score_gemma":0.000010236964,"threshold_uncertainty_score":0.76068515},"labels":[],"label_agreement":null},{"id":"W4312797042","doi":"10.56330/bozx8886","title":"Terminus, Vancouver Island: solving a mass timber challenge in a seismic region","year":2022,"lang":"en","type":"article","venue":"The Structural Engineer","topic":"Wood Treatment and Properties","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":"Brace; Superstructure; Buckling; Structural engineering; Bracing; Engineering; Geology; Civil engineering; Forensic engineering; Architectural engineering","score_opus":0.00857041072454366,"score_gpt":0.17900882615072736,"score_spread":0.1704384154261837,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312797042","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":[0.98112077,0.0031406789,0.00028002704,0.0005662999,0.0018987745,0.00041764756,0.000021527962,0.0004498953,0.012104402],"genre_scores_gemma":[0.99750495,0.000034629848,0.000101780286,0.00004657639,0.00010695164,0.0000673583,0.000007768496,0.000038024675,0.002091972],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993193,0.0000277581,0.00013444573,0.000117863914,0.00014017352,0.00026043548],"domain_scores_gemma":[0.9997252,0.000028187107,0.000014675418,0.0002010019,0.0000063060584,0.000024636274],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000055343688,0.00016965448,0.00013946809,0.000059377628,0.00009926323,0.000017119572,0.00017342517,0.00003089165,0.00023441798],"category_scores_gemma":[0.0000031568713,0.00011474409,0.000052552987,0.00013600384,0.000015433523,0.0000988273,0.000050311643,0.00028255268,0.000011200795],"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":[0.00003384654,0.0000059776576,0.00023082187,0.000050482682,0.00009034924,0.00012938776,0.005171469,0.9761222,0.00038289564,0.0001954235,0.012698183,0.0048889527],"study_design_scores_gemma":[0.0012287779,0.00010216258,0.0011245221,0.000025563162,0.0000438825,0.00011811669,0.0007151006,0.96397763,0.00047313646,0.0030746104,0.028542753,0.00057372573],"about_ca_topic_score_codex":0.00004415817,"about_ca_topic_score_gemma":0.00011030495,"teacher_disagreement_score":0.016384192,"about_ca_system_score_codex":0.00012199136,"about_ca_system_score_gemma":0.000007021081,"threshold_uncertainty_score":0.46791282},"labels":[],"label_agreement":null},{"id":"W4320164265","doi":"10.56330/atvw5912","title":"Xiqu Centre, Hong Kong: design and construction of a suspended theatre structure","year":2020,"lang":"en","type":"article","venue":"The Structural Engineer","topic":"Structural Engineering and Vibration Analysis","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":"Skyline; Architectural engineering; Quarter (Canadian coin); Realm; Public space; Town centre; Geography; Media studies; Engineering; Civil engineering; Sociology; Archaeology","score_opus":0.00848246774154568,"score_gpt":0.1810092690014109,"score_spread":0.17252680125986522,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320164265","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":[0.7923762,0.0011860696,0.20262995,0.0013567421,0.0006429375,0.0005029172,0.00008175553,0.0008410007,0.0003823784],"genre_scores_gemma":[0.98558545,0.00003907717,0.014123186,0.000047034286,0.00013595776,0.0000016495665,0.000017279523,0.000037305876,0.000013054585],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906313,0.000036599744,0.00028085939,0.00018772198,0.0001936243,0.00023803551],"domain_scores_gemma":[0.9994944,0.00008134916,0.000045697525,0.00020091074,0.00004624066,0.00013140605],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000044980425,0.00027275673,0.00030108282,0.00007080646,0.00006420164,0.000036956706,0.0001840533,0.00009834683,0.00031497004],"category_scores_gemma":[0.00002688585,0.0001865393,0.00008497904,0.00038833776,0.00011133369,0.00014212572,0.000029174324,0.00026788903,0.0000029073665],"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":[0.000023901706,5.3810436e-7,0.00009924621,0.00010136646,0.00021526606,0.000002232932,0.0010449559,0.9583017,0.02403443,0.0040639956,0.00022597016,0.011886345],"study_design_scores_gemma":[0.00041543823,0.000026630969,0.0012297131,0.00001515912,0.00010678247,0.00004451259,0.0004178709,0.9508001,0.045188826,0.0012181941,0.00023788134,0.00029884043],"about_ca_topic_score_codex":0.0000085633865,"about_ca_topic_score_gemma":0.0000017501889,"teacher_disagreement_score":0.19320922,"about_ca_system_score_codex":0.000023594153,"about_ca_system_score_gemma":0.000010236964,"threshold_uncertainty_score":0.76068515},"labels":[],"label_agreement":null},{"id":"W4321132171","doi":"10.56330/ponv5390","title":"Comment &amp; reply. The TallWood House at Brock Commons, Vancouver","year":2019,"lang":"en","type":"article","venue":"The Structural Engineer","topic":"Fire effects on concrete materials","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":"Commons; House of Commons; Economics; Law and economics; History; Economic history; Political science; Law","score_opus":0.005451136802571914,"score_gpt":0.19057467258786992,"score_spread":0.185123535785298,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321132171","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":[0.99254155,0.0003053397,0.00008764579,0.00082992634,0.0037766378,0.0006339705,0.000032991135,0.0008173037,0.00097464],"genre_scores_gemma":[0.99664533,0.000009774471,0.00022303709,0.0010520314,0.00022857795,0.000029103923,0.000013658393,0.000114182396,0.0016842926],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988401,0.000077203054,0.00025561627,0.00017614478,0.00025812842,0.00039281728],"domain_scores_gemma":[0.99859256,0.00029440012,0.000042081367,0.0009902732,0.000019763453,0.00006091483],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001599779,0.00029842684,0.00026912746,0.000030470539,0.00011555307,0.00006795053,0.0005380073,0.00007322256,0.0007445149],"category_scores_gemma":[0.000029499743,0.00016230991,0.00010179969,0.00011836999,0.00004618593,0.0000959432,0.00017984974,0.0002675393,0.00057670305],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007375574,0.0000035979076,0.0006723521,0.00024170503,0.00039694848,0.0000045259303,0.0010979011,0.106340334,0.14997657,0.00070808496,0.7395117,0.00097250124],"study_design_scores_gemma":[0.0013447249,0.00007866582,0.0044392855,0.00006810629,0.000110072775,0.00006231674,0.0000937489,0.03914965,0.036697205,0.0003002551,0.9166755,0.0009804337],"about_ca_topic_score_codex":0.000059979757,"about_ca_topic_score_gemma":0.00010920017,"teacher_disagreement_score":0.17716381,"about_ca_system_score_codex":0.0001552597,"about_ca_system_score_gemma":0.000006210774,"threshold_uncertainty_score":0.8151916},"labels":[],"label_agreement":null},{"id":"W4386768317","doi":"10.56330/uhul3090","title":"Civil and structural engineering design for the Elizabeth line station at Tottenham Court Road","year":2018,"lang":"en","type":"article","venue":"The Structural Engineer","topic":"Geological Modeling and Analysis","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":"Victoria Park","funders":"","keywords":"Excavation; Ticket; Joint (building); Engineering; Bridge (graph theory); Civil engineering; Joint venture; Upgrade; Redevelopment; Shield; Geology; Geotechnical engineering; Computer science","score_opus":0.01791729778735676,"score_gpt":0.2166177436415498,"score_spread":0.19870044585419303,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386768317","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":[0.8769039,0.0013387299,0.11901992,0.0017869079,0.00045322164,0.0002934762,0.00007895373,0.000082764374,0.00004216436],"genre_scores_gemma":[0.9954147,0.00003089929,0.0036296563,0.00016132777,0.00046314124,0.0000023900077,0.00005653675,0.0000046951764,0.00023666564],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921155,0.000028883114,0.0001523447,0.00017767714,0.00015539449,0.00027413853],"domain_scores_gemma":[0.9993539,0.00031314988,0.000041096875,0.00016059239,0.000069191934,0.00006206314],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002581981,0.0001517597,0.00013521276,0.000029322166,0.00036708429,0.000056875866,0.00018837412,0.000050703846,0.0005240617],"category_scores_gemma":[0.00011140923,0.000068641886,0.000055121258,0.0001249748,0.00008532513,0.00007431341,0.000016391044,0.00011013048,0.000018415636],"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":[0.000033946166,2.8465232e-7,0.0006002609,0.0000065379686,0.000048320024,3.5120843e-7,0.00026675873,0.9838204,0.00014155153,0.000048813534,0.00027656337,0.014756248],"study_design_scores_gemma":[0.00014206901,0.00009473145,0.0608347,0.00000390624,0.000054512322,0.000011568531,0.000034751898,0.93736196,0.00014137402,0.00068162696,0.0005233534,0.000115478266],"about_ca_topic_score_codex":0.00032541613,"about_ca_topic_score_gemma":0.00032978447,"teacher_disagreement_score":0.11851082,"about_ca_system_score_codex":0.000004716561,"about_ca_system_score_gemma":0.0000072789207,"threshold_uncertainty_score":0.5738108},"labels":[],"label_agreement":null},{"id":"W4386776879","doi":"10.56330/btyq4876","title":"Structural design of the new Exhibition Road Quarter at the Victoria &amp; Albert Museum, London","year":2018,"lang":"en","type":"article","venue":"The Structural Engineer","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary 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":"Exhibition; Quarter (Canadian coin); Architectural engineering; Engineering; Roof; Situated; Visual arts; Civil engineering; Archaeology; Computer science; Art; Geography","score_opus":0.016368720028222795,"score_gpt":0.20832615702672186,"score_spread":0.19195743699849907,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386776879","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":[0.99505746,0.00044462172,0.00012529326,0.0014507227,0.00195885,0.0002952674,0.000044280052,0.00004364256,0.00057986117],"genre_scores_gemma":[0.9952051,0.000007246488,0.0002085653,0.00018667294,0.00070439494,8.931617e-7,0.000046238725,0.0000068414033,0.0036340442],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99866456,0.00022846082,0.00023080758,0.00019783802,0.000351039,0.00032730488],"domain_scores_gemma":[0.9991109,0.00017721669,0.00009928623,0.00046922098,0.00006944389,0.0000739566],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00025733095,0.00021445985,0.00016046345,0.000016729355,0.00047816426,0.00006271121,0.00051907875,0.000077502715,0.004001703],"category_scores_gemma":[0.00006280084,0.000080281796,0.000113308604,0.00024975283,0.00024840148,0.00017486617,0.00003119896,0.00021003671,0.00019670463],"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":[0.0023493783,0.000018433306,0.14558454,0.00018520924,0.001007229,0.000010455635,0.07888403,0.20487091,0.069845654,0.0016204255,0.30836126,0.18726246],"study_design_scores_gemma":[0.0005103303,0.00014777375,0.96533805,0.00003395472,0.0000615303,0.00009882205,0.00020312735,0.01737943,0.0030346436,0.001652018,0.011148766,0.0003915542],"about_ca_topic_score_codex":0.002713402,"about_ca_topic_score_gemma":0.0048569483,"teacher_disagreement_score":0.8197535,"about_ca_system_score_codex":0.000012009382,"about_ca_system_score_gemma":0.000029106843,"threshold_uncertainty_score":0.9969088},"labels":[],"label_agreement":null},{"id":"W4386907663","doi":"10.56330/gznb3172","title":"The TallWood House at Brock Commons, Vancouver","year":2018,"lang":"en","type":"article","venue":"The Structural Engineer","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":4,"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":"Residence; Architectural engineering; Commons; Engineering; Civil engineering; Forensic engineering; Political science; Sociology; Law; Demography","score_opus":0.006462662323623117,"score_gpt":0.17984010244653004,"score_spread":0.17337744012290693,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386907663","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":[0.9889694,0.0021707967,0.00004091834,0.00017977104,0.0021505381,0.00019756681,0.000010457549,0.00078310503,0.005497441],"genre_scores_gemma":[0.993896,0.00003890066,0.000085741405,0.00003892227,0.0004056728,0.000012636713,0.0000024120925,0.000052226977,0.005467494],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99937093,0.0000152385455,0.0001184982,0.00008363326,0.00012918374,0.00028251653],"domain_scores_gemma":[0.99951386,0.00006796219,0.000013330169,0.00034406388,0.000019779509,0.000041011004],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000030666724,0.00017675602,0.00009944112,0.000015527592,0.0003498618,0.00004795791,0.00026939512,0.00004413739,0.00010909341],"category_scores_gemma":[0.000007950476,0.00007980778,0.000057813973,0.000085942156,0.00010895367,0.000077874465,0.00006260664,0.00012567852,0.0001991966],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002066117,0.000011203481,0.00220641,0.000081105616,0.0013724198,0.000011451134,0.005101805,0.02884712,0.018618092,0.0026581031,0.9112796,0.029606048],"study_design_scores_gemma":[0.0018738963,0.00033604747,0.01904823,0.00004798647,0.00024976532,0.00007939401,0.0005059162,0.062060263,0.08672764,0.0027668981,0.8249348,0.0013691714],"about_ca_topic_score_codex":0.000018388919,"about_ca_topic_score_gemma":0.0006852727,"teacher_disagreement_score":0.08634484,"about_ca_system_score_codex":0.000055274828,"about_ca_system_score_gemma":0.0000038504963,"threshold_uncertainty_score":0.3254467},"labels":[],"label_agreement":null},{"id":"W4387309213","doi":"10.56330/kltb8950","title":"Quay Quarter Tower, Sydney – conservation, life extension and upgrade using live digital twinning","year":2023,"lang":"en","type":"article","venue":"The Structural Engineer","topic":"BIM and Construction Integration","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":"Tower; Upgrade; Quarter (Canadian coin); Reuse; Intervention (counseling); Architectural engineering; Stiffness; Engineering; Civil engineering; Computer science; Structural engineering; Geography; Waste management","score_opus":0.014204379225474377,"score_gpt":0.2174068445445568,"score_spread":0.20320246531908243,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387309213","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":[0.994797,0.00030131443,0.0026761764,0.0005075047,0.0009097499,0.000111626614,0.000015276088,0.0005176909,0.00016364078],"genre_scores_gemma":[0.99919724,0.000019188214,0.0002984349,0.00010711319,0.00020437386,0.0000052284054,0.000026113272,0.000024287325,0.00011800821],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993429,0.000010194489,0.00018729831,0.00013531401,0.00013021637,0.00019408306],"domain_scores_gemma":[0.9996389,0.000059939834,0.000024175411,0.00015559545,0.000053525146,0.00006786752],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000059705,0.00015710441,0.00012131761,0.000087041066,0.00012286083,0.000118527605,0.0000721114,0.000071041664,0.00005979405],"category_scores_gemma":[0.00005427814,0.0001119089,0.000040207615,0.00025658697,0.000056659475,0.0003160849,0.00002026894,0.00016999239,0.000026141613],"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":[0.0001332678,0.0000126766745,0.017771382,0.000457361,0.00097166153,0.000050524843,0.024805134,0.6451121,0.11311668,0.040389877,0.066956885,0.09022247],"study_design_scores_gemma":[0.00027487666,0.000017771834,0.02601387,0.000045211782,0.000028618068,0.00010288787,0.0012555639,0.9677553,0.0004279792,0.0017206448,0.0020646339,0.0002926394],"about_ca_topic_score_codex":0.000023335955,"about_ca_topic_score_gemma":0.0000023658129,"teacher_disagreement_score":0.32264322,"about_ca_system_score_codex":0.000025283949,"about_ca_system_score_gemma":0.000012494715,"threshold_uncertainty_score":0.45635125},"labels":[],"label_agreement":null},{"id":"W4409037078","doi":"10.56330/alno1286","title":"Reducing embodied carbon in seismic design of new buildings","year":2025,"lang":"en","type":"article","venue":"The Structural Engineer","topic":"Architecture and Computational Design","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":"Seismic analysis; Engineering; Civil engineering; Architectural engineering; Structural engineering; Geology; Forensic engineering; Seismology","score_opus":0.00808380787508444,"score_gpt":0.2132834116554976,"score_spread":0.20519960378041316,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409037078","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":[0.72041357,0.0009005945,0.2749048,0.0002584817,0.00043843663,0.00025680216,0.0000014274975,0.00016058738,0.0026653064],"genre_scores_gemma":[0.9939093,0.000006111097,0.0057793264,0.000036127865,0.000052818035,0.00000388264,0.0000014129853,0.000012813707,0.00019822868],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99949646,0.000017142427,0.00017005163,0.00008570892,0.00008354018,0.00014706934],"domain_scores_gemma":[0.9997243,0.00010324981,0.000014018856,0.00012499242,0.000012949121,0.00002044586],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007278002,0.00011425714,0.00013719812,0.00012288854,0.000016684775,0.0000069746616,0.00016115513,0.00003892692,0.000008165709],"category_scores_gemma":[0.000018172916,0.00008367968,0.000031238113,0.00028896573,0.00001632285,0.00002580052,0.000018412336,0.00016043987,8.306277e-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":[0.000008731697,4.662334e-7,0.000012090834,0.0000212472,0.000025243293,7.9856386e-7,0.00054711936,0.98227805,0.006197171,0.0013703369,0.00023827345,0.009300466],"study_design_scores_gemma":[0.00021128375,0.000008431852,0.0026511278,0.000050238796,0.00001455284,0.0000043206214,0.000019363788,0.96707976,0.00916849,0.020580802,0.00010827083,0.00010338859],"about_ca_topic_score_codex":0.0000979595,"about_ca_topic_score_gemma":0.0000014093043,"teacher_disagreement_score":0.2734957,"about_ca_system_score_codex":0.000037180293,"about_ca_system_score_gemma":0.000029811616,"threshold_uncertainty_score":0.34123585},"labels":[],"label_agreement":null},{"id":"W4410821979","doi":"10.56330/hxpf9654","title":"Project management failure: The 1976 Montreal Olympics","year":2014,"lang":"en","type":"article","venue":"The Structural Engineer","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":"Engineering; Geography; Aeronautics; Political science","score_opus":0.029427431332733425,"score_gpt":0.3061675019660838,"score_spread":0.2767400706333504,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410821979","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":[0.68724835,0.00042160976,0.01703938,0.028939325,0.0073180203,0.0031486594,0.000030609597,0.0006702891,0.25518376],"genre_scores_gemma":[0.98498464,0.000012610147,0.0007387088,0.00038831736,0.00036676804,0.000026911739,0.0000033441618,0.000011269971,0.013467427],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99800664,0.0001277804,0.00035440392,0.00029197973,0.00091763685,0.00030157997],"domain_scores_gemma":[0.9985715,0.0003193558,0.000117713695,0.00090485794,0.000052827792,0.00003372193],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012880852,0.000187245,0.00015941783,0.00015170449,0.00040127337,0.0003304976,0.0012534555,0.000037729835,0.000356701],"category_scores_gemma":[0.00013291757,0.00007783844,0.00011866082,0.0008593755,0.00014369613,0.00023586192,0.0002597495,0.00019250545,0.00017634094],"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":[0.000049180864,0.000005019411,0.0013735646,0.000017402392,0.00013303202,0.000002664922,0.0017208216,0.005175048,0.00003473775,0.15691258,0.095385864,0.7391901],"study_design_scores_gemma":[0.00058016094,0.00004159943,0.051849473,0.0000070021238,0.000061075436,0.0000406142,0.00122903,0.10129158,0.00008241455,0.026141044,0.8183625,0.0003135216],"about_ca_topic_score_codex":0.00008938808,"about_ca_topic_score_gemma":0.00010647616,"teacher_disagreement_score":0.7388766,"about_ca_system_score_codex":0.000019975445,"about_ca_system_score_gemma":0.000011214792,"threshold_uncertainty_score":0.3905626},"labels":[],"label_agreement":null}]}