{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"7f782e2f90df","filters":{"venue":"Proceedings of the Institution of Civil Engineers - Maritime Engineering"}},"results":[{"id":"W2618962996","doi":"10.1680/jmaen.2016.27","title":"Effects of wave loads on the horizontal bracing strength of a semi-submersible platform","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Maritime Engineering","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"","keywords":"Bracing; Brace; Structural engineering; Engineering; Horizontal and vertical; Marine engineering; Geotechnical engineering; Geology; Geodesy","authors":[{"name":"Fei Wang","is_ca":false},{"name":"Liming Dai","is_ca":true},{"name":"Zheng Liang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007340102529266688,"gpt":0.1840141595730733,"spread":0.1766740570438066,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003926872,0.0004161927,0.0002482817,0.0005320853,0.0002798562,0.000490779,0.0002184155,0.0003996782,0.001466435],"category_scores_gemma":[0.002050178,0.0002080062,0.0003061984,0.0002571964,0.0005666782,0.0003019678,0.0003835879,0.0002775627,0.0002423419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002391231,"about_ca_system_score_gemma":0.0001983869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002248924,"about_ca_topic_score_gemma":0.002393631,"domain_scores_codex":[0.9998052,0.00003015381,0.00001629539,0.00001875521,0.00007347092,0.00005626763],"domain_scores_gemma":[0.9980295,0.001216283,0.0001886191,0.0001126867,0.0003459225,0.0001069613],"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":[0.002925887,0.0002733213,0.06553569,0.0002273037,0.0001414781,0.001358763,0.0005401599,0.1322061,0.7421083,0.0003464061,0.0001760972,0.05416046],"study_design_scores_gemma":[0.0000658171,0.00612855,0.3780837,0.00005559238,0.0002251833,0.0003749275,0.001794208,0.1484967,0.4632955,0.0005208102,0.0008388009,0.00012004],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992912,0.00002108493,0.0003402218,0.000005076439,0.000002398208,0.000002350847,0.00001845811,0.000006427823,0.0003127728],"genre_scores_gemma":[0.9997378,0.00001739294,0.00009232994,0.000002240625,5.44488e-7,0.000001401853,0.00001541435,0.000002155672,0.000130661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002248924,"threshold_uncertainty_score":0.004905701,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2897480887","doi":"10.1680/jmaen.2018.17","title":"Innovative use of GIS and drone photogrammetry for cliff stability modelling","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Maritime Engineering","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Esri (Canada); W.F. Baird & Associates Coastal Engineers (Canada); Golder Associates (Canada)","funders":"","keywords":"Photogrammetry; Cliff; Drone; Remote sensing; Digital elevation model; Terrain; Geology; Geographic information system; Point cloud; Cartography; Geography; Computer science; Artificial intelligence","authors":[{"name":"Trevor G. Carter","is_ca":true},{"name":"Andrea Begin","is_ca":true},{"name":"Paul Dittrich","is_ca":true},{"name":"Carla Evans","is_ca":true},{"name":"Jennie Byron","is_ca":true},{"name":"Paola Rico","is_ca":true},{"name":"J.L. Carvalho","is_ca":true},{"name":"Natalie Solis","is_ca":true},{"name":"Ray Gillinder","is_ca":false},{"name":"Leo F. Brewster","is_ca":false},{"name":"Ricardo Arthur","is_ca":false},{"name":"Derek Williamson","is_ca":true},{"name":"Robert Murdoch","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02890235832647606,"gpt":0.1969477255209697,"spread":0.1680453671944937,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003287801,0.0005421372,0.0002868434,0.001733993,0.000310678,0.001356668,0.0006098775,0.0004137235,0.001665632],"category_scores_gemma":[0.0007754464,0.00042954,0.0004872676,0.001405026,0.0004015366,0.0006345774,0.0006974908,0.0003406591,0.000419072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007299655,"about_ca_system_score_gemma":0.0007725235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03849873,"about_ca_topic_score_gemma":0.04371165,"domain_scores_codex":[0.9997737,0.00005464584,0.00001581552,0.00005196877,0.00008352416,0.00002036905],"domain_scores_gemma":[0.9998073,0.00005394573,0.00002810736,0.00004433288,0.00005587024,0.00001042749],"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":[0.00002941138,0.00002915368,0.00801455,0.0001063951,0.00004243891,0.0001294319,0.0002407995,0.8897908,0.005399605,0.006921586,0.0009561007,0.08833973],"study_design_scores_gemma":[0.000004223608,0.00001543314,0.005484982,0.00002878292,0.00000964094,0.0000500096,0.000135849,0.9837288,0.001777163,0.001934391,0.006812465,0.00001820539],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1180862,0.0003804048,0.8653145,0.0001640589,0.00004317736,0.0002009216,0.002023092,0.002210024,0.01157768],"genre_scores_gemma":[0.6770182,0.0005458647,0.3175886,0.00003198043,0.00001330179,0.000158914,0.001340377,0.0002020721,0.003100562],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03849873,"threshold_uncertainty_score":0.07654929,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2284287812","doi":"10.1680/maen.14.00017","title":"Projected impact of climate change on waves at Mumbai High","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Maritime Engineering","topic":"Tropical and Extratropical Cyclones Research","field":"Earth and Planetary Sciences","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":"U.S. Department of Energy","keywords":"Climate change; Submarine pipeline; Climatology; Environmental science; General Circulation Model; Global warming; Wave height; Significant wave height; Climate model; Return period; Meteorology; Geography; Wind wave; Geology; Oceanography","authors":[{"name":"Satyavathi Pentapati","is_ca":false},{"name":"M. C. Deo","is_ca":false},{"name":"Jyoti Kerkar","is_ca":false},{"name":"P. Vethamony","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0209788093317988,"gpt":0.2249080696321495,"spread":0.2039292603003507,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000235054,0.0003567369,0.0001498448,0.0004541166,0.0003511864,0.0006103311,0.0002519589,0.0005019698,0.002598533],"category_scores_gemma":[0.0005776321,0.0001371745,0.0003551366,0.0007899096,0.0001657496,0.0004947247,0.0005234834,0.0004306695,0.0004562939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001351335,"about_ca_system_score_gemma":0.0007228808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03909358,"about_ca_topic_score_gemma":0.05306436,"domain_scores_codex":[0.9998939,0.00001847199,0.00000435157,0.00001430572,0.00002166934,0.00004716938],"domain_scores_gemma":[0.9998123,0.00003479622,0.00003404854,0.00001245361,0.00005897187,0.00004741334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000563337,0.0002110317,0.8371574,0.0001598486,0.0001891679,0.001492311,0.0005536854,0.1170181,0.0141057,0.002870669,0.005342499,0.02033638],"study_design_scores_gemma":[0.00002540803,0.0001355488,0.9421901,0.00002146341,0.00005231598,0.0002190168,0.0009766305,0.05142244,0.002133887,0.0003452025,0.00244641,0.00003171264],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995447,0.00004751464,0.000338034,0.000279376,0.00001587757,0.000008608759,0.001974637,0.00003543658,0.001853477],"genre_scores_gemma":[0.9970898,0.0001106882,0.0002932866,0.00003804765,0.000006188003,0.00001697636,0.001695872,0.000005394052,0.0007436727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03909358,"threshold_uncertainty_score":0.07773209,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2792045066","doi":"10.1680/jmaen.2017.25","title":"Briefing: Design and construction of Canary Wharf temporary floating road, London, UK","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Maritime Engineering","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":"Wharf; Modular design; Constructability; Engineering; Deck; Civil engineering; Truck; Transport engineering; Marine engineering; Structural engineering; Computer science","authors":[{"name":"Cliff Ohl","is_ca":false},{"name":"Benjamin Radcliffe","is_ca":false},{"name":"Harvey Richardson","is_ca":false},{"name":"Ashley Handley-Collins","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008119535470759632,"gpt":0.1807588723347878,"spread":0.1726393368640282,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005151692,0.0009290888,0.000282107,0.001527902,0.001725966,0.002508631,0.001182381,0.001210018,0.05831172],"category_scores_gemma":[0.00107027,0.000674302,0.0004299851,0.0008176106,0.0008102796,0.00108977,0.001584294,0.0005933749,0.02084199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002761924,"about_ca_system_score_gemma":0.002997504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05898995,"about_ca_topic_score_gemma":0.1832836,"domain_scores_codex":[0.9987389,0.0001020169,0.00007883717,0.0001210314,0.0008010597,0.0001582005],"domain_scores_gemma":[0.9994251,0.00003421399,0.00002899419,0.00008563596,0.0003153234,0.0001108415],"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":[0.0004833089,0.0001674334,0.007343706,0.002074259,0.00005012385,0.007093311,0.005539977,0.0455684,0.06653003,0.03076645,0.191153,0.64323],"study_design_scores_gemma":[0.00003094527,0.0003344939,0.007161401,0.0001633237,0.00004547598,0.001914963,0.002639626,0.004736749,0.01028811,0.000950264,0.9716618,0.00007275632],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09327582,0.001895149,0.1001859,0.001119931,0.001244106,0.001684728,0.003131505,0.002437362,0.7950255],"genre_scores_gemma":[0.2009163,0.001236112,0.06030644,0.0001220994,0.00005495707,0.0004337583,0.002109661,0.00098439,0.7338363],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05898995,"threshold_uncertainty_score":0.1950722,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}