{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"b2eac5581a6e","filters":{"venue":"Marine Systems & Ocean Technology"}},"results":[{"id":"W2887358423","doi":"10.1007/s40868-018-0047-5","title":"Solving 2-D highly nonlinear free-surface problems with an improved smoothed particle hydrodynamics method","year":2018,"lang":"en","type":"article","venue":"Marine Systems & Ocean Technology","topic":"Fluid Dynamics Simulations and Interactions","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Smoothed-particle hydrodynamics; Free surface; Slosh dynamics; Mechanics; Nonlinear system; Interpolation (computer graphics); Flow (mathematics); Numerical analysis; Particle (ecology); Classical mechanics; Physics; Mathematics; Mathematical analysis; Geology","authors":[{"name":"Xiangda Cui","is_ca":true},{"name":"Wei Qiu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005368352813854274,"gpt":0.2223377295356563,"spread":0.2169693767218021,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007043298,0.0007389178,0.001067817,0.0006866378,0.0005567871,0.000704158,0.001725776,0.002059911,0.002358785],"category_scores_gemma":[0.001935194,0.0006116669,0.000900251,0.0006062092,0.001037927,0.0008933503,0.00163092,0.001188367,0.0005586846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004948016,"about_ca_system_score_gemma":0.001448482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009779811,"about_ca_topic_score_gemma":0.008008163,"domain_scores_codex":[0.9996655,0.00009657695,0.00002098132,0.00003501794,0.0001501784,0.00003182975],"domain_scores_gemma":[0.9990643,0.0004282866,0.00007625191,0.0001045904,0.0002411468,0.00008547943],"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":[0.0001474005,0.0001353353,0.001137909,0.0001494354,0.00009244835,0.0001876235,0.00009865196,0.9332196,0.009764488,0.0223519,0.002192238,0.03052293],"study_design_scores_gemma":[0.00001095921,0.000006955843,0.00006073006,0.000001095336,0.000001872088,0.00000514115,0.000002107631,0.9989377,0.0001843861,0.0005302415,0.0002559148,0.000003007235],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02926104,0.0001527282,0.9651108,0.0002572529,0.0002193411,0.00007131524,0.00009059702,0.0004919229,0.004345084],"genre_scores_gemma":[0.3920862,0.0002040944,0.5966533,0.000255234,0.0003210736,0.0003605194,0.0003349249,0.0003931004,0.009391491],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009779811,"threshold_uncertainty_score":0.01944578,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390661274","doi":"10.1007/s40868-023-00132-7","title":"Iceberg draft prediction using gradient boosting regression algorithm","year":2023,"lang":"en","type":"article","venue":"Marine Systems & Ocean Technology","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Centre For Cold Ocean Resources Engineering; Memorial University of Newfoundland","funders":"","keywords":"Iceberg; Submarine pipeline; Subsea; Algorithm; Geology; Statistics; Environmental science; Computer science; Oceanography; Sea ice; Mathematics","authors":[{"name":"Hamed Azimi","is_ca":true},{"name":"Hodjat Shiri","is_ca":true},{"name":"Masoud Mahdianpari","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01208745725543759,"gpt":0.2181683168258216,"spread":0.206080859570384,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007913713,0.0006969869,0.0008517615,0.001121272,0.0004514894,0.0009733458,0.000846379,0.0008607461,0.003813659],"category_scores_gemma":[0.00263475,0.0002996566,0.0004513007,0.0006798821,0.000225521,0.0009061408,0.0006330796,0.0009620118,0.002740816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003637582,"about_ca_system_score_gemma":0.001353936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01873888,"about_ca_topic_score_gemma":0.01835768,"domain_scores_codex":[0.9996948,0.00004329184,0.00001622996,0.0001052216,0.00008009426,0.00006035353],"domain_scores_gemma":[0.999248,0.0001888697,0.00005551138,0.00008797113,0.0003662743,0.00005334559],"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":[0.0004951216,0.0001487871,0.01493234,0.00007071761,0.00008026693,0.000247826,0.00003375578,0.6748463,0.00320165,0.003615931,0.04041701,0.2619103],"study_design_scores_gemma":[0.000005942708,0.00001035274,0.0008542933,0.000005013285,0.000006506317,0.000006875554,0.000005303388,0.9966893,0.0006307393,0.0008250055,0.000956125,0.000004661986],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1779206,0.001508664,0.7878814,0.0009585859,0.002113314,0.000143424,0.003913265,0.006086162,0.01947452],"genre_scores_gemma":[0.8371035,0.0005192716,0.1287832,0.0001625933,0.0003608306,0.00007941863,0.009232204,0.000441174,0.02331777],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01873888,"threshold_uncertainty_score":0.03725964,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3007825895","doi":"10.1007/s40868-020-00073-5","title":"Experimental studies and time-domain simulation of a hinged-type wave energy converter in regular waves","year":2020,"lang":"en","type":"article","venue":"Marine Systems & Ocean Technology","topic":"Wave and Wind Energy Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Attenuator (electronics); Damper; Time domain; Truss; Energy (signal processing); Lagrange multiplier; Engineering; Acoustics; Structural engineering; Computer science; Physics; Optics","authors":[{"name":"Hongxuan Peng","is_ca":true},{"name":"Wei Qiu","is_ca":true},{"name":"Wei Meng","is_ca":true},{"name":"Meng Chen","is_ca":true},{"name":"Brian Lundrigan","is_ca":false},{"name":"Tim Gardiner","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0134562377927448,"gpt":0.2129615900416005,"spread":0.1995053522488557,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003157143,0.0002750024,0.0003371776,0.0002196889,0.0003782306,0.0004653255,0.0006845656,0.0005285597,0.002723916],"category_scores_gemma":[0.0007748119,0.0001735701,0.0002976476,0.0002677433,0.0005584385,0.0005441012,0.0002375707,0.0004752218,0.0002866132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002845171,"about_ca_system_score_gemma":0.0003279337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001876151,"about_ca_topic_score_gemma":0.001275727,"domain_scores_codex":[0.9998801,0.00001539314,0.000007170555,0.00001907522,0.00005437196,0.00002392988],"domain_scores_gemma":[0.9994955,0.000235063,0.00004017667,0.00008980016,0.0001009098,0.00003849871],"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":[0.002126659,0.002513057,0.01095224,0.0004283025,0.0000615279,0.0009648633,0.0004858008,0.4940145,0.4502379,0.006685561,0.001813903,0.0297155],"study_design_scores_gemma":[0.0001062184,0.0009897274,0.005042197,0.0000138275,0.00002033736,0.0001055453,0.0002130669,0.8749155,0.1168982,0.0006233897,0.001041895,0.00003010058],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815563,0.00005156184,0.01390077,0.00007762741,0.00003237687,0.00005370611,0.0002290015,0.0001729051,0.003925668],"genre_scores_gemma":[0.996847,0.00003605866,0.002316823,0.000005607725,0.000002500724,0.00001705589,0.0000734167,0.000009956168,0.0006915866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002723916,"threshold_uncertainty_score":0.009112358,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2768516641","doi":"10.1007/s40868-017-0041-3","title":"Improving time-domain prediction of vortex-induced vibration of marine risers","year":2017,"lang":"en","type":"article","venue":"Marine Systems & Ocean Technology","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drilling riser; Vortex-induced vibration; Vibration; Reynolds number; Mechanics; Lift (data mining); Added mass; Displacement (psychology); Time domain; Drag; Structural engineering; Offshore geotechnical engineering; Vortex; Marine engineering; Finite element method; Acceleration; Amplitude; Forcing (mathematics); Geology; Engineering; Physics; Computer science; Turbulence; Geotechnical engineering; Classical mechanics; Mechanical engineering; Acoustics","authors":[{"name":"Boyang Zhang","is_ca":true},{"name":"Wei Qiu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004543610405747219,"gpt":0.1872860613884063,"spread":0.1827424509826591,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002292017,0.0004268735,0.0003933998,0.0002709006,0.0002096619,0.0003511171,0.0004301432,0.0006187249,0.0006855554],"category_scores_gemma":[0.001176604,0.0002031897,0.000328793,0.0001672145,0.0001685616,0.0003781935,0.0002792564,0.0005461791,0.0002479597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001650176,"about_ca_system_score_gemma":0.0004365428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00851606,"about_ca_topic_score_gemma":0.004860765,"domain_scores_codex":[0.9999363,0.00001338248,0.000003728705,0.00001616389,0.00001733829,0.00001308904],"domain_scores_gemma":[0.9996474,0.0001659681,0.00003025877,0.00003331295,0.0000951309,0.00002801205],"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":[0.0001911134,0.0001562856,0.004860766,0.00004575403,0.00003240961,0.0000897031,0.000034003,0.9296016,0.0254846,0.0003415421,0.0004404591,0.03872179],"study_design_scores_gemma":[0.000001904529,0.000007686825,0.0002097705,4.921584e-7,7.607367e-7,0.000001164352,0.000001855694,0.9992892,0.0004564512,0.00001630465,0.00001363499,7.629607e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8419154,0.0001772322,0.1555039,0.0001116908,0.00007348429,0.000022385,0.0001094574,0.0006605745,0.001425845],"genre_scores_gemma":[0.9901529,0.00003945201,0.00919352,0.00001314497,0.00001086767,0.000007741686,0.0001019765,0.0000198676,0.0004604723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00851606,"threshold_uncertainty_score":0.01693302,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406652237","doi":"10.1007/s40868-024-00156-7","title":"Effects of leading-edge manufacturing defects on cavitation performance of foils","year":2025,"lang":"en","type":"article","venue":"Marine Systems & Ocean Technology","topic":"Cavitation Phenomena in Pumps","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Cavitation; Enhanced Data Rates for GSM Evolution; Materials science; Metallurgy; Forensic engineering; Composite material; Engineering; Acoustics; Physics; Telecommunications","authors":[{"name":"Shanqin Jin","is_ca":true},{"name":"Heather Peng","is_ca":true},{"name":"Wei Qiu","is_ca":true},{"name":"Slobodan Gospodnetic","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.002572422887859571,"gpt":0.1928247072118209,"spread":0.1902522843239613,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004802549,0.0003334679,0.0003803,0.0004238807,0.0004454502,0.0007352417,0.00053712,0.0006942284,0.002565389],"category_scores_gemma":[0.00269435,0.0002256228,0.0002902428,0.0003701132,0.0004563509,0.0005487282,0.0003824731,0.0004391753,0.0005329766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004456477,"about_ca_system_score_gemma":0.0002124947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001221654,"about_ca_topic_score_gemma":0.0006651309,"domain_scores_codex":[0.9995028,0.00004001697,0.00002981993,0.00008838835,0.0001638753,0.0001752051],"domain_scores_gemma":[0.9956493,0.001818636,0.0007562715,0.000348126,0.001228875,0.0001987148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003999971,0.0001845426,0.008322182,0.0001785628,0.00003835788,0.0006769259,0.0002208302,0.04005171,0.9282562,0.0002617833,0.0004059814,0.01740292],"study_design_scores_gemma":[0.00002518804,0.002030123,0.007627065,0.00001666792,0.00003524075,0.0001574286,0.0002339886,0.02649634,0.9628348,0.00004642711,0.0004684652,0.00002830497],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985346,0.0001261608,0.0007238279,0.00001824522,0.00002001656,0.000002117289,0.00003946003,0.00005276273,0.0004829126],"genre_scores_gemma":[0.9993525,0.00003222642,0.0001762442,0.000006840597,0.000002988304,0.000001244892,0.00003800232,0.00001592162,0.0003740684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002565389,"threshold_uncertainty_score":0.008582056,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4397002330","doi":"10.1007/s40868-024-00139-8","title":"Interannual and interseasonal variability of the persian gulf surface wave energy in the recent decade","year":2024,"lang":"en","type":"article","venue":"Marine Systems & Ocean Technology","topic":"Ocean Waves and Remote Sensing","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Persian; Environmental science; Climatology; Geology; Linguistics; Philosophy","authors":[{"name":"Nasrin Eshghi","is_ca":true},{"name":"Amirhossein Barzandeh","is_ca":false},{"name":"Fouad Salimi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006977025267369504,"gpt":0.1922298895184107,"spread":0.1852528642510411,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000488813,0.0002047307,0.0001172073,0.001284413,0.0002191263,0.0007754323,0.0002071571,0.0002922077,0.0008557416],"category_scores_gemma":[0.001250875,0.00008380898,0.0002192469,0.002702515,0.000237833,0.0005112386,0.0004277034,0.000286786,0.0001855192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008891323,"about_ca_system_score_gemma":0.0006235496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0394696,"about_ca_topic_score_gemma":0.05761058,"domain_scores_codex":[0.9998857,0.0000104213,0.00001980645,0.00003893872,0.00002244076,0.00002271488],"domain_scores_gemma":[0.9993684,0.00009592936,0.0002422699,0.00002900242,0.0002092822,0.00005502092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000111783,0.00002108672,0.9641929,0.00008035798,0.0002017396,0.0001739111,0.0005435232,0.001192791,0.0009222752,0.0004368629,0.001876667,0.03024614],"study_design_scores_gemma":[0.00000198515,0.00001162556,0.9950153,0.00001360471,0.00002555678,0.0000834266,0.0002866697,0.0002716693,0.0001076664,0.00004993502,0.004127931,0.00000454252],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902126,0.003741095,0.0001750968,0.0006883026,0.0001238527,0.000003242923,0.002532499,0.00001349585,0.002509812],"genre_scores_gemma":[0.9938394,0.002130711,0.0001305082,0.0001771994,0.00008007091,0.000003964574,0.002266686,0.000005986808,0.001365402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0394696,"threshold_uncertainty_score":0.07847971,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}