{"meta":{"query_hash":"f9b06ab56e38","filters":{"venue":"Symposium on the Application of Geophysics to Engineering and Environmental Problems 2005"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/f9b06ab56e38","api":"https://metacan.xera.ac/api/v1/cohort?venue=Symposium+on+the+Application+of+Geophysics+to+Engineering+and+Environmental+Problems+2005"},"results":[{"id":"W4229797535","doi":"10.4133/1.2923547","title":"Evaluation of Linearity of First Mode of Vibration in Resonant Column Testing","year":2005,"lang":"en","type":"article","venue":"Symposium on the Application of Geophysics to Engineering and Environmental Problems 2005","topic":"Structural Health Monitoring Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; Western University","funders":"","keywords":"Linearity; Vibration; Column (typography); Mode (computer interface); Materials science; Acoustics; Electronic engineering; Computer science; Structural engineering; Engineering; Physics","score_opus":0.013631042672874578,"score_gpt":0.23282062117572347,"score_spread":0.2191895785028489,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229797535","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9959276,0.00007348861,0.0032232627,0.00006864837,0.000020243344,0.0005751594,0.000023930854,0.000028525457,0.000059176225],"genre_scores_gemma":[0.99497765,0.000056661407,0.0048040235,0.0000024661767,0.000029330558,0.000104412626,0.000007498216,0.00001628748,0.0000016595266],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991325,0.0000143582565,0.00036503057,0.000108335305,0.00027462427,0.00010514903],"domain_scores_gemma":[0.9995514,0.00008201082,0.00010717548,0.00020950803,0.000023006978,0.00002690479],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035372865,0.000097731376,0.00015700054,0.00006730864,0.00001584704,0.0000019742079,0.00009426346,0.000047013196,0.0000012720755],"category_scores_gemma":[0.000014964342,0.00009358881,0.000019874044,0.00012995763,0.000028392109,0.00005569922,0.000026458316,0.000081726386,6.203615e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004169442,0.000028746275,0.0003873596,0.00012806791,0.0000055326936,3.813398e-9,0.00019213805,0.6605132,0.32601032,0.00014584405,0.0000026471585,0.012581958],"study_design_scores_gemma":[0.0001277714,0.000060237842,0.018227864,0.00011395117,0.000012860494,2.5444075e-7,0.000012415539,0.7674132,0.21369874,0.0002050809,0.000060233455,0.00006736491],"about_ca_topic_score_codex":0.00014909185,"about_ca_topic_score_gemma":0.000010899004,"teacher_disagreement_score":0.112311564,"about_ca_system_score_codex":0.00011524171,"about_ca_system_score_gemma":0.000006763019,"threshold_uncertainty_score":0.3816441},"labels":[],"label_agreement":null},{"id":"W4229894371","doi":"10.4133/1.2923496","title":"On Time‐Domain Transient Electromagnetic Soundings","year":2005,"lang":"en","type":"article","venue":"Symposium on the Application of Geophysics to Engineering and Environmental Problems 2005","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Transient (computer programming); Time domain; Transient analysis; Computer science; Geology; Transient response; Electrical engineering; Engineering","score_opus":0.002746944164521116,"score_gpt":0.16937225509789655,"score_spread":0.16662531093337543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229894371","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9656873,0.000057662837,0.030070173,0.0015653024,0.000025151165,0.0007672433,0.000034174653,0.00015331071,0.001639678],"genre_scores_gemma":[0.995782,0.000051117484,0.003404557,0.00012902051,0.00008406382,0.00033021433,0.00001546523,0.00004495454,0.00015860333],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99913025,0.000010765977,0.00020508004,0.0002275181,0.00017074647,0.00025564493],"domain_scores_gemma":[0.9994423,0.000095729454,0.0000316551,0.00032119945,0.0000031564146,0.000106004816],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000113747716,0.0002035002,0.00016166818,0.000048956805,0.00006772084,0.000016549902,0.00015889913,0.00004552862,0.000016674536],"category_scores_gemma":[0.0000017257648,0.00017530328,0.000054978176,0.000119183875,0.000036543723,0.00003880756,0.000019845525,0.0001541795,0.00028788656],"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":[0.000004196427,0.00007845142,5.784678e-7,0.000016970802,0.000014224167,2.4689045e-8,0.00011369465,0.21147402,0.77257985,0.011176635,0.00014575382,0.004395606],"study_design_scores_gemma":[0.0013291575,0.0013384692,0.0047821035,0.00018498089,0.000121572404,0.000009838372,0.00008313142,0.5635823,0.25115955,0.019333493,0.15622847,0.0018469233],"about_ca_topic_score_codex":0.000003047189,"about_ca_topic_score_gemma":2.3229445e-7,"teacher_disagreement_score":0.5214203,"about_ca_system_score_codex":0.00006743417,"about_ca_system_score_gemma":0.000001960902,"threshold_uncertainty_score":0.71486604},"labels":[],"label_agreement":null},{"id":"W4229933312","doi":"10.4133/1.2923521","title":"Evaluating the Effectiveness of Varying Transmitter Waveforms for UXO Detection in Magnetic Soil Environments","year":2005,"lang":"en","type":"article","venue":"Symposium on the Application of Geophysics to Engineering and Environmental Problems 2005","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Transmitter; Waveform; Remote sensing; Environmental science; Computer science; Acoustics; Geology; Telecommunications; Physics","score_opus":0.008187529852813043,"score_gpt":0.21156572264855683,"score_spread":0.2033781927957438,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229933312","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9758426,0.000071730596,0.0229065,0.00022743664,0.000020434058,0.0008422886,0.000018153607,0.000006321052,0.00006453939],"genre_scores_gemma":[0.9989796,0.000022854789,0.0007713269,0.000044761167,0.000038647966,0.00009844858,0.000012197321,0.000006308856,0.000025850168],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918926,0.00006426401,0.00020301131,0.00019192598,0.00016457195,0.00018694653],"domain_scores_gemma":[0.9992509,0.0004916438,0.000056783392,0.00015822056,0.0000021852552,0.00004026222],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00062030787,0.000120219185,0.00014014081,0.000034731926,0.00006273352,0.000007241483,0.00012250274,0.00003512825,0.000008138991],"category_scores_gemma":[0.000008048126,0.00007543872,0.000047913185,0.00010527616,0.000041419466,0.000053343432,0.000010759913,0.00010201572,0.000013334893],"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":[0.00006393337,0.000040283016,0.00014758368,0.000041121173,0.000006237407,9.169435e-9,0.00007199258,0.47702122,0.3470499,0.00006569038,1.6403682e-7,0.17549188],"study_design_scores_gemma":[0.00049405533,0.000880816,0.14542234,0.000044682227,0.000026633128,9.97256e-7,0.00001556858,0.6916379,0.1583765,0.002584246,0.0003377184,0.00017853067],"about_ca_topic_score_codex":0.00011743772,"about_ca_topic_score_gemma":0.0000072570506,"teacher_disagreement_score":0.21461669,"about_ca_system_score_codex":0.000013555197,"about_ca_system_score_gemma":0.0000024828723,"threshold_uncertainty_score":0.30763018},"labels":[],"label_agreement":null},{"id":"W4243191732","doi":"10.4133/1.2923520","title":"Examples of the Effect of Magnetic Soil Environments on Time Domain Electromagnetic Data","year":2005,"lang":"en","type":"article","venue":"Symposium on the Application of Geophysics to Engineering and Environmental Problems 2005","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Time domain; Computer science; Magnetic domain; Environmental science; Physics; Magnetic field; Magnetization","score_opus":0.0042128936523822425,"score_gpt":0.1709621883611961,"score_spread":0.16674929470881383,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243191732","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99807316,0.00013014112,0.00036128983,0.00047053728,0.000015931531,0.0005134616,0.00011146452,0.0000076168017,0.00031638765],"genre_scores_gemma":[0.99907535,0.000045911864,0.0005544691,0.000047204332,0.000041862728,0.000013227074,0.00004405768,0.0000074633977,0.00017042109],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989419,0.000076632125,0.00023404758,0.0002605404,0.00028065688,0.00020624982],"domain_scores_gemma":[0.99892247,0.00031997735,0.00010774843,0.00058337016,0.0000014229304,0.00006501737],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027629547,0.00016371836,0.00020732735,0.000030395157,0.000051733514,0.000005855333,0.0004335085,0.00003946775,0.000056094428],"category_scores_gemma":[0.000009108215,0.00009907214,0.00004921347,0.00012707434,0.00009751876,0.000040846917,0.00006206914,0.00012053387,0.000083039864],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006224493,0.000109220826,0.00057008566,0.000049765993,0.00002486834,4.2217458e-8,0.000060725084,0.1701408,0.748482,0.00018237425,0.000043507865,0.08027435],"study_design_scores_gemma":[0.0011478068,0.00658006,0.29948077,0.00012859958,0.00015895063,0.0000044616413,0.000015985588,0.21850084,0.45835888,0.00174137,0.0132359145,0.00064637285],"about_ca_topic_score_codex":0.000084880354,"about_ca_topic_score_gemma":0.0000030414303,"teacher_disagreement_score":0.29891068,"about_ca_system_score_codex":0.000007500656,"about_ca_system_score_gemma":0.0000032106643,"threshold_uncertainty_score":0.40400445},"labels":[],"label_agreement":null}]}