{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":16,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":16,"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":"943856aecbff","filters":{"venue":"The Structural Engineer"}},"results":[{"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Residence; Architectural engineering; Commons; Engineering; Civil engineering; Forensic engineering; Political science; Sociology; Law; Demography","authors":[{"name":"Paul Fast","is_ca":false},{"name":"Robert J. Jackson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006462662323623117,"gpt":0.17984010244653,"spread":0.1733774401229069,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003066672,0.000176756,0.00009944112,0.00001552759,0.0003498618,0.00004795791,0.0002693951,0.00004413739,0.0001090934],"category_scores_gemma":[0.000007950476,0.00007980778,0.00005781397,0.00008594216,0.0001089537,0.00007787447,0.00006260664,0.0001256785,0.0001991966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005527483,"about_ca_system_score_gemma":0.000003850496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001838892,"about_ca_topic_score_gemma":0.0006852727,"domain_scores_codex":[0.9993709,0.00001523855,0.0001184982,0.00008363326,0.0001291837,0.0002825165],"domain_scores_gemma":[0.9995139,0.00006796219,0.00001333017,0.0003440639,0.00001977951,0.000041011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002066117,0.00001120348,0.00220641,0.00008110562,0.00137242,0.00001145113,0.005101805,0.02884712,0.01861809,0.002658103,0.9112796,0.02960605],"study_design_scores_gemma":[0.001873896,0.0003360475,0.01904823,0.00004798647,0.0002497653,0.00007939401,0.0005059162,0.06206026,0.08672764,0.002766898,0.8249348,0.001369171],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889694,0.002170797,0.00004091834,0.000179771,0.002150538,0.0001975668,0.00001045755,0.000783105,0.005497441],"genre_scores_gemma":[0.993896,0.00003890066,0.00008574141,0.00003892227,0.0004056728,0.00001263671,0.000002412092,0.00005222698,0.005467494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08634484,"threshold_uncertainty_score":0.3254467,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Architectural engineering; Residence; Commons; Engineering; Focus (optics); Civil engineering; Political science; Sociology; Law","authors":[{"name":"R.H. Jackson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01066503512097241,"gpt":0.1996376821776256,"spread":0.1889726470566532,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003630407,0.0002230425,0.0001333932,0.000029412,0.000235464,0.00004390248,0.0003120778,0.00005445355,0.0001333854],"category_scores_gemma":[0.000008402974,0.00009926603,0.00007425134,0.0001434994,0.0001072571,0.0001047767,0.00007708925,0.0001619668,0.0001380307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006378363,"about_ca_system_score_gemma":0.00000767667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007746387,"about_ca_topic_score_gemma":0.0008981354,"domain_scores_codex":[0.999278,0.00002403141,0.0001342743,0.0001106368,0.0001536441,0.0002994312],"domain_scores_gemma":[0.9994785,0.00005412067,0.00001721183,0.0003981406,0.00002204163,0.00003000328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002117947,0.00001913689,0.001964547,0.0001329124,0.001551499,0.00001413989,0.01377934,0.01673662,0.01470599,0.001317935,0.9285871,0.02097895],"study_design_scores_gemma":[0.004174396,0.000912642,0.02066128,0.0001443743,0.0007605361,0.0002397547,0.001734675,0.09954666,0.1985428,0.003885928,0.6664635,0.002933474],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883443,0.001825157,0.00007167406,0.0002310299,0.001520106,0.0004862837,0.00002259516,0.001023473,0.006475433],"genre_scores_gemma":[0.9962258,0.0000206913,0.0001411702,0.00005083208,0.0004829126,0.00002857994,0.000003385549,0.00006555368,0.002981015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2621236,"threshold_uncertainty_score":0.4047951,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Bridge (graph theory); Forensic engineering; Engineering; Geology; Seismology; Medicine","authors":[{"name":"Sean Brady","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004716435758392839,"gpt":0.191371589555939,"spread":0.1866551537975461,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001773593,0.000259801,0.0001986835,0.00004673044,0.0003016214,0.0001606084,0.0004164129,0.00007332564,0.0001631707],"category_scores_gemma":[0.00005587813,0.0001417969,0.0001218381,0.0003719541,0.00008011334,0.0001366709,0.00003530761,0.0002791628,0.00005911997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007670616,"about_ca_system_score_gemma":0.00001234634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002264113,"about_ca_topic_score_gemma":0.0007313844,"domain_scores_codex":[0.9989097,0.00003950734,0.0002626401,0.0001555244,0.0002382572,0.0003943949],"domain_scores_gemma":[0.9991673,0.0001640657,0.00003103134,0.0005049465,0.00004377014,0.00008890261],"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":[0.000006001925,8.940642e-7,0.00002469124,0.00003321861,0.0002163786,7.137727e-7,0.0002551075,0.931059,0.001931853,0.01293035,0.03051553,0.02302629],"study_design_scores_gemma":[0.0003131725,0.00001572068,0.006297697,0.00001719565,0.00007526527,0.00003170748,0.00008488107,0.7636567,0.003156747,0.0006227217,0.2253279,0.0004003427],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8431757,0.003135715,0.1276273,0.006162176,0.007293145,0.001174884,0.00008036603,0.004035946,0.007314733],"genre_scores_gemma":[0.9955903,0.00002714591,0.0003007991,0.00006925303,0.0004646172,0.00002543448,0.00002032206,0.00004526291,0.003456846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1948123,"threshold_uncertainty_score":0.5782309,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Architectural engineering; Institution; Engineering; Sociology; Gerontology; Medicine; Social science","authors":[{"name":"Amy Brander","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04349267460719335,"gpt":0.2907121511847234,"spread":0.2472194765775301,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000128168,0.00007264307,0.00008269932,0.00001045292,0.0001238329,0.00002861356,0.00006415645,0.00002301816,0.0002616059],"category_scores_gemma":[0.00001739609,0.00004616786,0.00001620017,0.00005136696,0.00002018579,0.0001368716,0.00003377563,0.00004337415,0.00002280921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000602377,"about_ca_system_score_gemma":0.000004689692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007258748,"about_ca_topic_score_gemma":0.00002369028,"domain_scores_codex":[0.9994751,0.000009436178,0.00009457019,0.0001162282,0.00008271386,0.0002220069],"domain_scores_gemma":[0.9997343,0.00003238907,0.00003453807,0.0001029924,0.000002816849,0.0000929675],"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":[0.0002027395,0.00001767748,0.02374934,0.000614427,0.00004375345,0.000001229584,0.03106419,0.02415586,0.5905115,0.006626862,0.08941365,0.2335988],"study_design_scores_gemma":[0.00350269,0.001203404,0.1231663,0.0001501127,0.00003893851,0.00009334421,0.001554335,0.7368265,0.007881132,0.006360331,0.1180429,0.001180114],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942359,0.0001899142,0.0001225576,0.004671788,0.0002339713,0.0003806655,0.000006117012,0.00002238325,0.0001366557],"genre_scores_gemma":[0.9960817,0.00005410275,0.001278503,0.002098731,0.000153457,0.000007361142,0.00001560897,0.00001007934,0.00030046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7126706,"threshold_uncertainty_score":0.2864401,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Commons; House of Commons; Economics; Law and economics; History; Economic history; Political science; Law","authors":[{"name":"Angus Law","is_ca":false},{"name":"Rory M. Hadden","is_ca":false},{"name":"Luke Bisby","is_ca":false},{"name":"Paul G. Fast","is_ca":false},{"name":"Robert B. Jackson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005451136802571914,"gpt":0.1905746725878699,"spread":0.185123535785298,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001599779,0.0002984268,0.0002691275,0.00003047054,0.0001155531,0.00006795053,0.0005380073,0.00007322256,0.0007445149],"category_scores_gemma":[0.00002949974,0.0001623099,0.0001017997,0.00011837,0.00004618593,0.0000959432,0.0001798497,0.0002675393,0.0005767031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001552597,"about_ca_system_score_gemma":0.000006210774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005997976,"about_ca_topic_score_gemma":0.0001092002,"domain_scores_codex":[0.9988401,0.00007720305,0.0002556163,0.0001761448,0.0002581284,0.0003928173],"domain_scores_gemma":[0.9985926,0.0002944001,0.00004208137,0.0009902732,0.00001976345,0.00006091483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007375574,0.000003597908,0.0006723521,0.000241705,0.0003969485,0.00000452593,0.001097901,0.1063403,0.1499766,0.000708085,0.7395117,0.0009725012],"study_design_scores_gemma":[0.001344725,0.00007866582,0.004439285,0.00006810629,0.0001100728,0.00006231674,0.0000937489,0.03914965,0.03669721,0.0003002551,0.9166755,0.0009804337],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925416,0.0003053397,0.00008764579,0.0008299263,0.003776638,0.0006339705,0.00003299113,0.0008173037,0.00097464],"genre_scores_gemma":[0.9966453,0.000009774471,0.0002230371,0.001052031,0.0002285779,0.00002910392,0.00001365839,0.0001141824,0.001684293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1771638,"threshold_uncertainty_score":0.8151916,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Brace; Superstructure; Buckling; Structural engineering; Bracing; Engineering; Geology; Civil engineering; Forensic engineering; Architectural engineering","authors":[{"name":"Brendan Fitzgerald","is_ca":false},{"name":"Ilana Danzig","is_ca":false},{"name":"Ross Jardine","is_ca":false},{"name":"Mehrdad Jahangiri","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00857041072454366,"gpt":0.1790088261507274,"spread":0.1704384154261837,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005534369,0.0001696545,0.0001394681,0.00005937763,0.00009926323,0.00001711957,0.0001734252,0.00003089165,0.000234418],"category_scores_gemma":[0.000003156871,0.0001147441,0.00005255299,0.0001360038,0.00001543352,0.0000988273,0.00005031164,0.0002825527,0.00001120079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001219914,"about_ca_system_score_gemma":0.000007021081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004415817,"about_ca_topic_score_gemma":0.000110305,"domain_scores_codex":[0.9993193,0.0000277581,0.0001344457,0.0001178639,0.0001401735,0.0002604355],"domain_scores_gemma":[0.9997252,0.00002818711,0.00001467542,0.0002010019,0.000006306058,0.00002463627],"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":[0.00003384654,0.000005977658,0.0002308219,0.00005048268,0.00009034924,0.0001293878,0.005171469,0.9761222,0.0003828956,0.0001954235,0.01269818,0.004888953],"study_design_scores_gemma":[0.001228778,0.0001021626,0.001124522,0.00002556316,0.0000438825,0.0001181167,0.0007151006,0.9639776,0.0004731365,0.00307461,0.02854275,0.0005737257],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811208,0.003140679,0.000280027,0.0005662999,0.001898775,0.0004176476,0.00002152796,0.0004498953,0.0121044],"genre_scores_gemma":[0.9975049,0.00003462985,0.0001017803,0.00004657639,0.0001069516,0.0000673583,0.000007768496,0.00003802467,0.002091972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01638419,"threshold_uncertainty_score":0.4679128,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Alice Blair","is_ca":false},{"name":"Carolina Bartram","is_ca":false},{"name":"Ed Clark","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0163687200282228,"gpt":0.2083261570267219,"spread":0.1919574369984991,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002573309,0.0002144599,0.0001604634,0.00001672935,0.0004781643,0.00006271121,0.0005190787,0.00007750271,0.004001703],"category_scores_gemma":[0.00006280084,0.0000802818,0.0001133086,0.0002497528,0.0002484015,0.0001748662,0.00003119896,0.0002100367,0.0001967046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001200938,"about_ca_system_score_gemma":0.00002910684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002713402,"about_ca_topic_score_gemma":0.004856948,"domain_scores_codex":[0.9986646,0.0002284608,0.0002308076,0.000197838,0.000351039,0.0003273049],"domain_scores_gemma":[0.9991109,0.0001772167,0.00009928623,0.000469221,0.00006944389,0.0000739566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.002349378,0.00001843331,0.1455845,0.0001852092,0.001007229,0.00001045563,0.07888403,0.2048709,0.06984565,0.001620425,0.3083613,0.1872625],"study_design_scores_gemma":[0.0005103303,0.0001477738,0.9653381,0.00003395472,0.0000615303,0.00009882205,0.0002031273,0.01737943,0.003034644,0.001652018,0.01114877,0.0003915542],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950575,0.0004446217,0.0001252933,0.001450723,0.00195885,0.0002952674,0.00004428005,0.00004364256,0.0005798612],"genre_scores_gemma":[0.9952051,0.000007246488,0.0002085653,0.0001866729,0.0007043949,8.931617e-7,0.00004623873,0.000006841403,0.003634044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8197535,"threshold_uncertainty_score":0.9969088,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Seismic analysis; Engineering; Civil engineering; Architectural engineering; Structural engineering; Geology; Forensic engineering; Seismology","authors":[{"name":"William Loasby","is_ca":false},{"name":"Terry Y.P. Yuen","is_ca":false},{"name":"D.V. Bompa","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00808380787508444,"gpt":0.2132834116554976,"spread":0.2051996037804132,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007278002,0.0001142571,0.0001371981,0.0001228885,0.00001668477,0.000006974662,0.0001611551,0.00003892692,0.000008165709],"category_scores_gemma":[0.00001817292,0.00008367968,0.00003123811,0.0002889657,0.00001632285,0.00002580052,0.00001841234,0.0001604399,8.306277e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003718029,"about_ca_system_score_gemma":0.00002981162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000979595,"about_ca_topic_score_gemma":0.000001409304,"domain_scores_codex":[0.9994965,0.00001714243,0.0001700516,0.00008570892,0.00008354018,0.0001470693],"domain_scores_gemma":[0.9997243,0.0001032498,0.00001401886,0.0001249924,0.00001294912,0.00002044586],"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":[0.000008731697,4.662334e-7,0.00001209083,0.0000212472,0.00002524329,7.985639e-7,0.0005471194,0.982278,0.006197171,0.001370337,0.0002382735,0.009300466],"study_design_scores_gemma":[0.0002112838,0.000008431852,0.002651128,0.0000502388,0.00001455284,0.000004320621,0.00001936379,0.9670798,0.00916849,0.0205808,0.0001082708,0.0001033886],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7204136,0.0009005945,0.2749048,0.0002584817,0.0004384366,0.0002568022,0.000001427498,0.0001605874,0.002665306],"genre_scores_gemma":[0.9939093,0.000006111097,0.005779326,0.00003612787,0.00005281804,0.00000388264,0.000001412985,0.00001281371,0.0001982287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2734957,"threshold_uncertainty_score":0.3412358,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Nimal Perera","is_ca":false},{"name":"Murray Middleton","is_ca":false},{"name":"Reza Hassani","is_ca":false},{"name":"Marco Ficca","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01420437922547438,"gpt":0.2174068445445568,"spread":0.2032024653190824,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000059705,0.0001571044,0.0001213176,0.00008704107,0.0001228608,0.0001185276,0.0000721114,0.00007104166,0.00005979405],"category_scores_gemma":[0.00005427814,0.0001119089,0.00004020761,0.000256587,0.00005665948,0.0003160849,0.00002026894,0.0001699924,0.00002614161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002528395,"about_ca_system_score_gemma":0.00001249471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002333596,"about_ca_topic_score_gemma":0.000002365813,"domain_scores_codex":[0.9993429,0.00001019449,0.0001872983,0.000135314,0.0001302164,0.0001940831],"domain_scores_gemma":[0.9996389,0.00005993983,0.00002417541,0.0001555955,0.00005352515,0.00006786752],"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":[0.0001332678,0.00001267667,0.01777138,0.000457361,0.0009716615,0.00005052484,0.02480513,0.6451121,0.1131167,0.04038988,0.06695689,0.09022247],"study_design_scores_gemma":[0.0002748767,0.00001777183,0.02601387,0.00004521178,0.00002861807,0.0001028879,0.001255564,0.9677553,0.0004279792,0.001720645,0.002064634,0.0002926394],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994797,0.0003013144,0.002676176,0.0005075047,0.0009097499,0.0001116266,0.00001527609,0.0005176909,0.0001636408],"genre_scores_gemma":[0.9991972,0.00001918821,0.0002984349,0.0001071132,0.0002043739,0.000005228405,0.00002611327,0.00002428732,0.0001180082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3226432,"threshold_uncertainty_score":0.4563513,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Jonathan Plant","is_ca":true},{"name":"Stephen R. Frost","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01791729778735676,"gpt":0.2166177436415498,"spread":0.198700445854193,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002581981,0.0001517597,0.0001352128,0.00002932217,0.0003670843,0.00005687587,0.0001883741,0.00005070385,0.0005240617],"category_scores_gemma":[0.0001114092,0.00006864189,0.00005512126,0.0001249748,0.00008532513,0.00007431341,0.00001639104,0.0001101305,0.00001841564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004716561,"about_ca_system_score_gemma":0.000007278921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003254161,"about_ca_topic_score_gemma":0.0003297845,"domain_scores_codex":[0.9992115,0.00002888311,0.0001523447,0.0001776771,0.0001553945,0.0002741385],"domain_scores_gemma":[0.9993539,0.0003131499,0.00004109688,0.0001605924,0.00006919193,0.00006206314],"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":[0.00003394617,2.846523e-7,0.0006002609,0.000006537969,0.00004832002,3.512084e-7,0.0002667587,0.9838204,0.0001415515,0.00004881353,0.0002765634,0.01475625],"study_design_scores_gemma":[0.000142069,0.00009473145,0.0608347,0.00000390624,0.00005451232,0.00001156853,0.0000347519,0.937362,0.000141374,0.000681627,0.0005233534,0.0001154783],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8769039,0.00133873,0.1190199,0.001786908,0.0004532216,0.0002934762,0.00007895373,0.00008276437,0.00004216436],"genre_scores_gemma":[0.9954147,0.00003089929,0.003629656,0.0001613278,0.0004631412,0.000002390008,0.00005653675,0.000004695176,0.0002366656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1185108,"threshold_uncertainty_score":0.5738108,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Alice Blair","is_ca":false},{"name":"Carolina Bartram","is_ca":false},{"name":"Ed Clarke","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01380886878602914,"gpt":0.2136097081214414,"spread":0.1998008393354123,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002742587,0.0002298464,0.0001722155,0.00002143731,0.0004702692,0.00006969873,0.0005306212,0.00007916523,0.001730663],"category_scores_gemma":[0.00006053153,0.00008443896,0.0001199761,0.000308243,0.0002410148,0.0002031567,0.00003239614,0.0002155548,0.00008257818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000138675,"about_ca_system_score_gemma":0.00004827443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0050495,"about_ca_topic_score_gemma":0.004053173,"domain_scores_codex":[0.9985663,0.0002623553,0.0002423007,0.0002157999,0.0003652972,0.000347958],"domain_scores_gemma":[0.9991545,0.0001706736,0.0001080026,0.0004386199,0.00007218799,0.00005602425],"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":[0.003386842,0.00002492873,0.122769,0.0002448548,0.001311715,0.00002029674,0.1138218,0.0754035,0.05578913,0.001916876,0.3013138,0.3239972],"study_design_scores_gemma":[0.0008934814,0.0004299623,0.9384866,0.00006439195,0.0001051498,0.0001608307,0.0006538776,0.0393933,0.009978143,0.002711648,0.006512076,0.0006104993],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994669,0.000525911,0.0001174389,0.001464644,0.001728626,0.0005458588,0.00005717283,0.00005506883,0.0008362689],"genre_scores_gemma":[0.9970016,0.000006488366,0.0001912532,0.0001212468,0.0006991429,0.000001665728,0.00002956431,0.000007555675,0.001941509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8157177,"threshold_uncertainty_score":0.9991819,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Tom Kember","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00848246774154568,"gpt":0.1810092690014109,"spread":0.1725268012598652,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004498042,0.0002727567,0.0003010828,0.00007080646,0.00006420164,0.00003695671,0.0001840533,0.00009834683,0.00031497],"category_scores_gemma":[0.00002688585,0.0001865393,0.00008497904,0.0003883378,0.0001113337,0.0001421257,0.00002917432,0.000267889,0.000002907366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002359415,"about_ca_system_score_gemma":0.00001023696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008563386,"about_ca_topic_score_gemma":0.000001750189,"domain_scores_codex":[0.9990631,0.00003659974,0.0002808594,0.000187722,0.0001936243,0.0002380355],"domain_scores_gemma":[0.9994944,0.00008134916,0.00004569752,0.0002009107,0.00004624066,0.0001314061],"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":[0.00002390171,5.381044e-7,0.00009924621,0.0001013665,0.0002152661,0.000002232932,0.001044956,0.9583017,0.02403443,0.004063996,0.0002259702,0.01188635],"study_design_scores_gemma":[0.0004154382,0.00002663097,0.001229713,0.00001515912,0.0001067825,0.00004451259,0.0004178709,0.9508001,0.04518883,0.001218194,0.0002378813,0.0002988404],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7923762,0.00118607,0.20263,0.001356742,0.0006429375,0.0005029172,0.00008175553,0.0008410007,0.0003823784],"genre_scores_gemma":[0.9855855,0.00003907717,0.01412319,0.00004703429,0.0001359578,0.000001649566,0.00001727952,0.00003730588,0.00001305458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1932092,"threshold_uncertainty_score":0.7606851,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Skyline; Architectural engineering; Quarter (Canadian coin); Realm; Public space; Geography; Engineering; Civil engineering; Archaeology","authors":[{"name":"Tim Hember","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00848246774154568,"gpt":0.1810092690014109,"spread":0.1725268012598652,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004498042,0.0002727567,0.0003010828,0.00007080646,0.00006420164,0.00003695671,0.0001840533,0.00009834683,0.00031497],"category_scores_gemma":[0.00002688585,0.0001865393,0.00008497904,0.0003883378,0.0001113337,0.0001421257,0.00002917432,0.000267889,0.000002907366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002359415,"about_ca_system_score_gemma":0.00001023696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008563386,"about_ca_topic_score_gemma":0.000001750189,"domain_scores_codex":[0.9990631,0.00003659974,0.0002808594,0.000187722,0.0001936243,0.0002380355],"domain_scores_gemma":[0.9994944,0.00008134916,0.00004569752,0.0002009107,0.00004624066,0.0001314061],"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":[0.00002390171,5.381044e-7,0.00009924621,0.0001013665,0.0002152661,0.000002232932,0.001044956,0.9583017,0.02403443,0.004063996,0.0002259702,0.01188635],"study_design_scores_gemma":[0.0004154382,0.00002663097,0.001229713,0.00001515912,0.0001067825,0.00004451259,0.0004178709,0.9508001,0.04518883,0.001218194,0.0002378813,0.0002988404],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7923762,0.00118607,0.20263,0.001356742,0.0006429375,0.0005029172,0.00008175553,0.0008410007,0.0003823784],"genre_scores_gemma":[0.9855855,0.00003907717,0.01412319,0.00004703429,0.0001359578,0.000001649566,0.00001727952,0.00003730588,0.00001305458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1932092,"threshold_uncertainty_score":0.7606851,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Roof; Catenary; Environmental science; Civil engineering; Engineering; Structural engineering","authors":[{"name":"Paul G. Fast","is_ca":false},{"name":"Derek Ratzlaff","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01322145662390178,"gpt":0.2047785031398222,"spread":0.1915570465159205,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001311827,0.0002050412,0.0002189146,0.00001883256,0.0004444584,0.00006327129,0.000840331,0.00004176491,0.00005246742],"category_scores_gemma":[0.0001145694,0.00008789501,0.0001383561,0.0001048077,0.00008769124,0.00007767425,0.00003702487,0.0001634323,0.000001029253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005658522,"about_ca_system_score_gemma":0.00004696206,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01262376,"about_ca_topic_score_gemma":0.01494322,"domain_scores_codex":[0.9991477,0.00002551643,0.0002362203,0.0001062125,0.0002364762,0.0002478941],"domain_scores_gemma":[0.9987209,0.0003100902,0.0000802227,0.0007997398,0.00004600028,0.00004300705],"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":[0.000005611213,4.689774e-7,0.00004034345,0.00005217401,0.0002194341,2.805217e-7,0.0001633227,0.9914249,0.0005124534,0.001195736,0.001498172,0.004887152],"study_design_scores_gemma":[0.0002808939,0.000004841142,0.009117411,0.00002592001,0.0001578793,0.000005353949,0.0000449246,0.9828658,0.004960334,0.0005173893,0.001845817,0.0001734615],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2570838,0.009199888,0.7047231,0.01031034,0.01313807,0.003901776,0.0002543975,0.0005379066,0.0008507509],"genre_scores_gemma":[0.9990985,0.00003679704,0.0003438303,0.00003768237,0.0001247058,0.00001525638,0.000004158479,0.00002709172,0.000312015],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7420146,"threshold_uncertainty_score":0.9939513,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Bridge (graph theory); Forensic engineering; Progressive collapse; Engineering; Seismology; Geology; History; Structural engineering; Reinforced concrete; Medicine","authors":[{"name":"Sean Brady","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004692209383694498,"gpt":0.191166320072573,"spread":0.1864741106888785,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001785136,0.0002597503,0.0001985731,0.00004668856,0.0003015128,0.0001608611,0.0004162443,0.00007331486,0.0001607192],"category_scores_gemma":[0.00005589465,0.0001417751,0.000121819,0.0003714715,0.00008009189,0.000136598,0.0000353039,0.0002791109,0.00005908656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007667464,"about_ca_system_score_gemma":0.00001242589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002238665,"about_ca_topic_score_gemma":0.00070587,"domain_scores_codex":[0.9989083,0.00003948799,0.0002639153,0.0001558499,0.0002381605,0.0003942486],"domain_scores_gemma":[0.9991673,0.0001638421,0.00003117583,0.0005049339,0.0000438323,0.00008887843],"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":[0.000006001054,8.88655e-7,0.00002467954,0.00003298723,0.0002148478,7.093712e-7,0.0002577183,0.9314001,0.002003914,0.01286948,0.0299403,0.0232484],"study_design_scores_gemma":[0.0003154202,0.00001598636,0.006253179,0.00001758025,0.00007582387,0.00003284554,0.00008785858,0.7670665,0.003214173,0.0006345463,0.2218826,0.0004035594],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8460155,0.003108692,0.1255745,0.006151498,0.007121287,0.001149263,0.00007845906,0.003949365,0.006851402],"genre_scores_gemma":[0.9955979,0.00002769082,0.0003018623,0.00006913891,0.0004635846,0.00002541541,0.00002040549,0.00004523513,0.00344874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1919423,"threshold_uncertainty_score":0.5781421,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Engineering; Geography; Aeronautics; Political science","authors":[{"name":"Sean Brady","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02942743133273342,"gpt":0.3061675019660838,"spread":0.2767400706333504,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001288085,0.000187245,0.0001594178,0.0001517045,0.0004012734,0.0003304976,0.001253456,0.00003772983,0.000356701],"category_scores_gemma":[0.0001329176,0.00007783844,0.0001186608,0.0008593755,0.0001436961,0.0002358619,0.0002597495,0.0001925055,0.0001763409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001997544,"about_ca_system_score_gemma":0.00001121479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008938808,"about_ca_topic_score_gemma":0.0001064762,"domain_scores_codex":[0.9980066,0.0001277804,0.0003544039,0.0002919797,0.0009176368,0.00030158],"domain_scores_gemma":[0.9985715,0.0003193558,0.0001177137,0.0009048579,0.00005282779,0.00003372193],"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":[0.00004918086,0.000005019411,0.001373565,0.00001740239,0.000133032,0.000002664922,0.001720822,0.005175048,0.00003473775,0.1569126,0.09538586,0.7391901],"study_design_scores_gemma":[0.0005801609,0.00004159943,0.05184947,0.000007002124,0.00006107544,0.0000406142,0.00122903,0.1012916,0.00008241455,0.02614104,0.8183625,0.0003135216],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6872483,0.0004216098,0.01703938,0.02893933,0.00731802,0.003148659,0.0000306096,0.0006702891,0.2551838],"genre_scores_gemma":[0.9849846,0.00001261015,0.0007387088,0.0003883174,0.000366768,0.00002691174,0.000003344162,0.00001126997,0.01346743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7388766,"threshold_uncertainty_score":0.3905626,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}