{"meta":{"query_hash":"bc66c38edd18","filters":{"venue":"OCEANS 2017 - Aberdeen"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"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/bc66c38edd18","api":"https://metacan.xera.ac/api/v1/cohort?venue=OCEANS+2017+-+Aberdeen"},"results":[{"id":"W2765188911","doi":"10.1109/oceanse.2017.8084950","title":"Channel model for wideband time-varying underwater acoustic systems","year":2017,"lang":"en","type":"article","venue":"OCEANS 2017 - Aberdeen","topic":"Underwater Vehicles and Communication Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Mitacs","keywords":"Underwater; Wideband; Underwater acoustic communication; Channel (broadcasting); Acoustics; Computer science; Telecommunications; Geology; Electronic engineering; Physics; Engineering; Oceanography","score_opus":0.0420988335817553,"score_gpt":0.2552705684404727,"score_spread":0.21317173485871738,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2765188911","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016414672,0.0007119279,0.9723964,0.00020158876,0.00016632224,0.00007241695,0.0005207655,0.0009504285,0.008565496],"genre_scores_gemma":[0.83375275,0.003679966,0.12130666,0.00036474166,0.00022840888,0.000616273,0.0015088206,0.00032189168,0.038220506],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99960774,0.000087842476,0.000016817137,0.00007520447,0.00014741014,0.000065023494],"domain_scores_gemma":[0.9996228,0.00015046324,0.000052130978,0.00003740222,0.00012637727,0.000010782074],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026627164,0.00071128085,0.0006111291,0.00053450663,0.00047020186,0.00084553304,0.0009337839,0.0011379952,0.002589522],"category_scores_gemma":[0.00087224005,0.00026066366,0.0005152866,0.00074897846,0.0004234738,0.0010639897,0.00050507154,0.0010895494,0.0012658167],"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":[0.000032347816,0.00001977043,0.0004010739,0.00007766234,0.000021727696,0.0001735391,0.00007563632,0.96166176,0.0049942927,0.017239546,0.0016271975,0.013675452],"study_design_scores_gemma":[0.0000046998975,0.000021131265,0.00014781256,0.0000064656024,0.000008384469,0.000064808104,0.00001716985,0.99426335,0.0005635251,0.0026522423,0.002239277,0.000011050771],"about_ca_topic_score_codex":0.0093973605,"about_ca_topic_score_gemma":0.006961903,"teacher_disagreement_score":0.0093973605,"about_ca_system_score_codex":0.0006471438,"about_ca_system_score_gemma":0.00071662874,"threshold_uncertainty_score":0.01868534},"labels":[],"label_agreement":null},{"id":"W2765287835","doi":"10.1109/oceanse.2017.8084984","title":"Development and integration of digital technologies addressed to raise awareness and access to European underwater cultural heritage. An overview of the H2020 i-MARECULTURE project","year":2017,"lang":"en","type":"article","venue":"OCEANS 2017 - Aberdeen","topic":"Maritime and Coastal Archaeology","field":"Arts and Humanities","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Cultural heritage; Underwater; Computer science; Engineering; Architectural engineering; Telecommunications; Engineering management; Political science; Geology; Oceanography","score_opus":0.15532452896537802,"score_gpt":0.3358145836454358,"score_spread":0.1804900546800578,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2765287835","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16711983,0.018597333,0.5266082,0.004084908,0.00089058647,0.0012686064,0.0007406628,0.0027907188,0.27789918],"genre_scores_gemma":[0.38919753,0.012354807,0.5380277,0.0009811606,0.000108817316,0.0006407521,0.0014679274,0.00022777927,0.05699356],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99888283,0.0003175048,0.000076180804,0.00015500045,0.000425086,0.00014333353],"domain_scores_gemma":[0.99916005,0.00019320718,0.00007465171,0.00015259565,0.00030512217,0.00011428689],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017328968,0.0005610109,0.00018315829,0.0014916792,0.000338041,0.002343849,0.0008065719,0.0010126941,0.0046024015],"category_scores_gemma":[0.0018059923,0.00024525815,0.0004033519,0.0008478675,0.0005919504,0.0027943978,0.0022237224,0.00056349783,0.0008790934],"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":[0.00011837691,0.0002841462,0.0023202873,0.0006494917,0.000054830893,0.00029298538,0.0014448083,0.0019412175,0.03359663,0.069057226,0.0068095233,0.8834305],"study_design_scores_gemma":[0.000079488345,0.0012782301,0.018599154,0.0011657791,0.00021091108,0.0016330644,0.0036632437,0.019471843,0.07378797,0.023710925,0.85630465,0.000094731666],"about_ca_topic_score_codex":0.0021371604,"about_ca_topic_score_gemma":0.001983085,"teacher_disagreement_score":0.0046024015,"about_ca_system_score_codex":0.00067008607,"about_ca_system_score_gemma":0.0012046398,"threshold_uncertainty_score":0.015396595},"labels":[],"label_agreement":null},{"id":"W2765902556","doi":"10.1109/oceanse.2017.8084847","title":"Motion compensation of K-band radar ocean wave measurement","year":2017,"lang":"en","type":"article","venue":"OCEANS 2017 - Aberdeen","topic":"Radar Systems and Signal Processing","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Radar; Motion compensation; Remote sensing; Continuous-wave radar; Geodesy; Geology; Acoustics; Radar imaging; Computer science; Physics; Artificial intelligence; Telecommunications","score_opus":0.04748563984181851,"score_gpt":0.2325263383257701,"score_spread":0.1850406984839516,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2765902556","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22980198,0.0005894086,0.7653934,0.00015844456,0.00013405274,0.000045638513,0.0000482989,0.00051497604,0.0033138823],"genre_scores_gemma":[0.8737175,0.0003461655,0.123763196,0.00008245709,0.00003106524,0.000036516416,0.0000910908,0.000030963485,0.0019010167],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99968207,0.000049781698,0.000018081739,0.00006407678,0.0001595818,0.000026435431],"domain_scores_gemma":[0.99981874,0.000035328776,0.000038975748,0.000027098571,0.00007278678,0.0000070184087],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025849172,0.00029137256,0.00025174016,0.00029191948,0.00017481433,0.00024168308,0.00036866273,0.0003055513,0.00061229314],"category_scores_gemma":[0.0007580767,0.00015689497,0.00017824053,0.00024785643,0.00017257221,0.0005667447,0.00038130773,0.00023378203,0.0002383287],"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":[0.00038637672,0.000059169164,0.004719697,0.00019601712,0.00005225531,0.00010374514,0.00017102038,0.04325408,0.5354357,0.0025778662,0.0007740213,0.41227004],"study_design_scores_gemma":[0.00004227947,0.00030632902,0.010993691,0.00002910307,0.000048604325,0.00032046842,0.00007781154,0.7638868,0.21816942,0.0008055876,0.005259089,0.00006074272],"about_ca_topic_score_codex":0.0008387323,"about_ca_topic_score_gemma":0.0010231253,"teacher_disagreement_score":0.0008387323,"about_ca_system_score_codex":0.00019420499,"about_ca_system_score_gemma":0.00027010756,"threshold_uncertainty_score":0.0020483136},"labels":[],"label_agreement":null},{"id":"W2766699390","doi":"10.1109/oceanse.2017.8084790","title":"A new nonlinear approach to extraction of ocean wave spectra from bistatic Doppler HF-radar data","year":2017,"lang":"en","type":"article","venue":"OCEANS 2017 - Aberdeen","topic":"Ocean Waves and Remote Sensing","field":"Earth and Planetary Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Bistatic radar; Wave radar; Doppler effect; Radar; Remote sensing; Wind wave; Radar engineering details; Doppler radar; Continuous-wave radar; Computer science; Nonlinear system; Ocean dynamics; Geology; Radar imaging; Physics; Ocean current; Telecommunications","score_opus":0.06419380741055582,"score_gpt":0.2763102238146809,"score_spread":0.2121164164041251,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2766699390","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006801142,0.0001442472,0.99193394,0.00006030755,0.0000256105,0.00002229431,0.000059065795,0.00009627574,0.00085697154],"genre_scores_gemma":[0.09676977,0.00067538326,0.89522964,0.00008699747,0.00009497242,0.000121186706,0.00039353865,0.00008725122,0.006541137],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9997756,0.000034401644,0.000016278136,0.000061223785,0.00009605581,0.00001634771],"domain_scores_gemma":[0.99977237,0.00006373633,0.000034084278,0.000036646063,0.00008315931,0.000010035507],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002858118,0.0006831963,0.0003368322,0.0009002751,0.00029015337,0.00065795804,0.000617298,0.0004864425,0.0013855645],"category_scores_gemma":[0.0008297655,0.00029689932,0.00055205857,0.00078709086,0.0004242039,0.00095398055,0.00081569626,0.00073118665,0.00079651584],"study_design_candidate":"theoretical_or_conceptual","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":[0.00009512437,0.00012292247,0.0020355019,0.00045170763,0.000121840436,0.0002604605,0.0002691191,0.072090246,0.24814872,0.019868355,0.0016586385,0.65487736],"study_design_scores_gemma":[0.000012160872,0.000092476796,0.003114793,0.000025789732,0.00003996152,0.000462605,0.000069091984,0.9506539,0.030271545,0.0061893947,0.009011169,0.000057003523],"about_ca_topic_score_codex":0.0014149332,"about_ca_topic_score_gemma":0.0026259993,"teacher_disagreement_score":0.0014149332,"about_ca_system_score_codex":0.00022586944,"about_ca_system_score_gemma":0.00052335946,"threshold_uncertainty_score":0.004635215},"labels":[],"label_agreement":null},{"id":"W2766982476","doi":"10.1109/oceanse.2017.8084998","title":"Extracting energy from tidal currents: The ocean response at multiple space and time scales","year":2017,"lang":"en","type":"article","venue":"OCEANS 2017 - Aberdeen","topic":"Wind Energy Research and Development","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":"Engineering and Physical Sciences Research Council; Natural Environment Research Council; Sight Research UK","keywords":"Tidal power; Marine energy; Environmental science; Sink (geography); Hydrology (agriculture); Geology; Renewable energy; Marine engineering; Engineering; Geography","score_opus":0.014336653951375455,"score_gpt":0.2368527219128602,"score_spread":0.22251606796148474,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2766982476","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9090913,0.00060857006,0.07573703,0.00074181904,0.000099421675,0.00005548192,0.0014311152,0.00046847996,0.01176678],"genre_scores_gemma":[0.9941111,0.00030772472,0.0040183757,0.00003727109,0.000014930625,0.00001623312,0.0003710929,0.000052320258,0.0010708355],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9999411,0.000010846635,0.000004873125,0.0000139657395,0.000017676739,0.000011543749],"domain_scores_gemma":[0.9998449,0.000055536068,0.000028852648,0.000022312188,0.000033690656,0.000014624683],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001846021,0.00032101822,0.00023201891,0.00021285527,0.00022123786,0.0006205734,0.00044343527,0.0005102859,0.0013019441],"category_scores_gemma":[0.0007756785,0.00025150552,0.00057125767,0.00062787643,0.00037840064,0.000812808,0.00053986383,0.00040869534,0.00014728661],"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":[0.000113641036,0.00005358294,0.038889118,0.00014208016,0.0000847484,0.00024871435,0.00013284742,0.9092247,0.020032922,0.0043368363,0.0009863644,0.025754452],"study_design_scores_gemma":[0.000021582637,0.00003758067,0.018156085,0.000013338526,0.00002512779,0.000033126547,0.000056355206,0.97670513,0.001909358,0.0019604447,0.0010510059,0.000030735784],"about_ca_topic_score_codex":0.02956654,"about_ca_topic_score_gemma":0.019853638,"teacher_disagreement_score":0.02956654,"about_ca_system_score_codex":0.0005005882,"about_ca_system_score_gemma":0.0006036469,"threshold_uncertainty_score":0.058788836},"labels":[],"label_agreement":null},{"id":"W2767005181","doi":"10.1109/oceanse.2017.8084733","title":"An efficient and accurate solution for the extraction of non-directional ocean wave spectra from second-order high-frequency radar Doppler spectra","year":2017,"lang":"en","type":"article","venue":"OCEANS 2017 - Aberdeen","topic":"Ocean Waves and Remote Sensing","field":"Earth and Planetary Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Doppler effect; Spectral line; Spectral density; Convolution (computer science); Noise (video); Radar; Doppler radar; Spectrum (functional analysis); Noise power; Inversion (geology); Algorithm; Physics; Acoustics; Mathematical analysis; Computer science; Mathematics; Power (physics); Telecommunications; Geology","score_opus":0.02073066746565389,"score_gpt":0.25391096840577776,"score_spread":0.23318030094012387,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2767005181","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011233885,0.00003090345,0.99844295,0.000034046392,0.000019610618,0.00000938184,0.000014677103,0.00012803935,0.00019711257],"genre_scores_gemma":[0.016240878,0.00008696159,0.98255044,0.000020834208,0.000025003148,0.000040443552,0.00007018643,0.000057297493,0.0009078936],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997588,0.000031104573,0.00001370744,0.00004620917,0.00013496012,0.000015283473],"domain_scores_gemma":[0.9995485,0.00016630066,0.00005089263,0.0000826921,0.000134447,0.000017229708],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004986834,0.00088642753,0.0006131273,0.00064276514,0.00040048469,0.0008573609,0.00090109295,0.0012798419,0.0019304758],"category_scores_gemma":[0.0019020133,0.00050417206,0.00058563065,0.00061373477,0.00046303435,0.0012172654,0.0009876239,0.0014242906,0.0015108428],"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":[0.00007025377,0.0001227486,0.0010474783,0.0003940893,0.00006987791,0.0002499784,0.0003136556,0.28800666,0.12620473,0.05556195,0.0055265725,0.52243197],"study_design_scores_gemma":[0.000011692001,0.00002305364,0.0002880476,0.000008904243,0.000006814292,0.00017835016,0.000019257923,0.9795926,0.010982729,0.005367217,0.003502541,0.000018715435],"about_ca_topic_score_codex":0.0012309058,"about_ca_topic_score_gemma":0.0023429196,"teacher_disagreement_score":0.0019304758,"about_ca_system_score_codex":0.00031897178,"about_ca_system_score_gemma":0.0012957009,"threshold_uncertainty_score":0.0064581037},"labels":[],"label_agreement":null},{"id":"W2767125528","doi":"10.1109/oceanse.2017.8084909","title":"A pilot-aided Doppler estimator for underwater acoustic channels","year":2017,"lang":"en","type":"article","venue":"OCEANS 2017 - Aberdeen","topic":"Underwater Vehicles and Communication Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Estimator; Doppler effect; Computer science; Pilot signal; SIGNAL (programming language); Channel (broadcasting); Acoustics; Telecommunications; Mathematics; Statistics; Physics","score_opus":0.055301757159161836,"score_gpt":0.280051623556429,"score_spread":0.22474986639726716,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2767125528","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009874611,0.0002945839,0.98870987,0.00003290173,0.000056879027,0.000022179187,0.00001816968,0.00031776598,0.0006730731],"genre_scores_gemma":[0.53784215,0.00063814153,0.45770565,0.00007193458,0.00012857081,0.00007869802,0.00011338059,0.00004922739,0.003372236],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99973994,0.00005831141,0.000013339591,0.000046503035,0.000120999895,0.000020952126],"domain_scores_gemma":[0.9995523,0.00018703392,0.000047339803,0.000039666644,0.00016427215,0.000009389489],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039957577,0.00031400358,0.0004133689,0.00024971776,0.0002458296,0.0003893291,0.0003934094,0.00039692203,0.001013361],"category_scores_gemma":[0.0015889565,0.00018296715,0.00017408078,0.0002601026,0.00024271787,0.0005893051,0.0002868467,0.00045686518,0.00036851267],"study_design_candidate":"bench_or_experimental","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":[0.00037689568,0.00009474972,0.0031162875,0.00028843575,0.00008912456,0.00024740794,0.00016944172,0.2345399,0.102025844,0.014080762,0.0021916863,0.64277947],"study_design_scores_gemma":[0.000036204754,0.0002629734,0.000876802,0.000025316096,0.000032603843,0.0002194128,0.000016452917,0.96509296,0.023304436,0.0013449504,0.008763996,0.000023966262],"about_ca_topic_score_codex":0.0011389061,"about_ca_topic_score_gemma":0.0013009574,"teacher_disagreement_score":0.0011389061,"about_ca_system_score_codex":0.00017822406,"about_ca_system_score_gemma":0.0004742741,"threshold_uncertainty_score":0.0033900738},"labels":[],"label_agreement":null}]}