{"meta":{"query_hash":"ac8882172c8d","filters":{"venue":"Progress In Electromagnetics Research M"},"cohort_total":15,"direct_labels_cover":0,"predictions_cover":15,"exported":15,"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/ac8882172c8d","api":"https://metacan.xera.ac/api/v1/cohort?venue=Progress+In+Electromagnetics+Research+M"},"results":[{"id":"W1978731097","doi":"10.2528/pierm12101216","title":"VECTOR MODE ANALYSIS OF OPTICAL WAVEGUIDES BY QUADRATIC SPLINE COLLOCATION METHOD","year":2012,"lang":"en","type":"article","venue":"Progress In Electromagnetics Research M","topic":"Photonic and Optical Devices","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":"McMaster University","funders":"","keywords":"Collocation (remote sensing); Algebraic equation; Quadratic equation; Spline (mechanical); Mathematics; Orthogonal collocation; Collocation method; Applied mathematics; Convergence (economics); Mathematical analysis; Computer science; Nonlinear system; Differential equation; Geometry; Ordinary differential equation; Physics","score_opus":0.03260906192752636,"score_gpt":0.3990897310557859,"score_spread":0.3664806691282595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1978731097","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":[0.017997608,0.00007042751,0.9807067,0.000040050272,0.000015259731,0.000011669953,0.000017602493,0.00007520435,0.0010654798],"genre_scores_gemma":[0.57257444,0.0003407801,0.42106903,0.000031651754,0.000043296084,0.000101422665,0.00009328056,0.00011249487,0.005633642],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997583,0.000085325504,0.000006382274,0.0000174532,0.00011252648,0.000019967281],"domain_scores_gemma":[0.9995807,0.00019908248,0.000035140383,0.00002956017,0.00014132,0.000014194138],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005671881,0.000474967,0.0003566808,0.0004048337,0.00022514872,0.0003996546,0.00055070926,0.00048985827,0.0014156079],"category_scores_gemma":[0.0008919486,0.00022809395,0.000348643,0.00039449494,0.0004503907,0.00050192844,0.00041072146,0.0004675285,0.00033655262],"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":[0.0000645758,0.000034447352,0.0005559892,0.00008704668,0.000014933375,0.000051389634,0.000074947246,0.920393,0.023196073,0.02994521,0.0006314635,0.0249509],"study_design_scores_gemma":[0.0000015790446,0.0000047982353,0.000024125902,0.000001348056,4.970622e-7,0.0000041738945,0.0000022942054,0.9985045,0.0005580334,0.0006866001,0.00021024945,0.0000016889876],"about_ca_topic_score_codex":0.0022703845,"about_ca_topic_score_gemma":0.0012793794,"teacher_disagreement_score":0.0022703845,"about_ca_system_score_codex":0.00041284022,"about_ca_system_score_gemma":0.0005586114,"threshold_uncertainty_score":0.0047357082},"labels":[],"label_agreement":null},{"id":"W2025303740","doi":"10.2528/pierm14100903","title":"FOURIER-DOMAIN ELECTROMAGNETIC WAVE THEORY FOR LAYERED METAMATERIALS OF FINITE EXTENT","year":2014,"lang":"en","type":"preprint","venue":"Progress In Electromagnetics Research M","topic":"Optical Coatings and Gratings","field":"Materials Science","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":"Floquet theory; Electromagnetic field; Metamaterial; Bloch wave; Physics; Maxwell's equations; Fourier transform; Fourier series; Mathematical analysis; Mathematics; Classical mechanics; Quantum mechanics; Nonlinear system","score_opus":0.06871517721108371,"score_gpt":0.3793057789667826,"score_spread":0.31059060175569886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2025303740","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":[0.0240436,0.0012154783,0.9469104,0.0004481946,0.0001366829,0.000024042612,0.00006942201,0.000082393984,0.027069796],"genre_scores_gemma":[0.6244974,0.003922756,0.33123863,0.00066804315,0.0002633322,0.00020113027,0.00024779516,0.00016308045,0.038797848],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9998863,0.000030991985,0.0000046949044,0.000012077842,0.000055280285,0.000010629941],"domain_scores_gemma":[0.99987316,0.00004619595,0.000017160251,0.000021510234,0.000033950968,0.000007989602],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035602297,0.00045894246,0.00028218766,0.00056295993,0.00024072913,0.0007146768,0.00050768856,0.00065449916,0.0015494485],"category_scores_gemma":[0.00065437943,0.0001662555,0.00043872488,0.00029896747,0.000897947,0.0012616214,0.00053812534,0.00083810755,0.0004897556],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000069756884,0.000013372434,0.000065060296,0.00004320142,0.000006678643,0.00006660715,0.000060778926,0.01848092,0.0076754782,0.9683867,0.0005623943,0.0046317787],"study_design_scores_gemma":[0.000009020615,0.00002467128,0.00020673744,0.00003157805,0.0000069832067,0.00022410192,0.00005288126,0.34342,0.0037061037,0.6453416,0.006957903,0.0000184187],"about_ca_topic_score_codex":0.0003805883,"about_ca_topic_score_gemma":0.00029989297,"teacher_disagreement_score":0.0015494485,"about_ca_system_score_codex":0.0005299119,"about_ca_system_score_gemma":0.00036945698,"threshold_uncertainty_score":0.0051834583},"labels":[],"label_agreement":null},{"id":"W2097129028","doi":"10.2528/pierm11012901","title":"A FUNDAMENTAL LIMIT ON SUBWAVELENGTH GUIDED WAVES","year":2011,"lang":"en","type":"article","venue":"Progress In Electromagnetics Research M","topic":"Plasmonic and Surface Plasmon Research","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","funders":"","keywords":"Limit (mathematics); Physics; Mathematics; Mathematical analysis","score_opus":0.11907599711566047,"score_gpt":0.348522340422152,"score_spread":0.22944634330649155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2097129028","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":[0.3849272,0.011303868,0.3824309,0.0032035168,0.00051883335,0.00006120211,0.0003536854,0.0009898435,0.21621095],"genre_scores_gemma":[0.93929154,0.004651262,0.038322613,0.0014142822,0.00077712047,0.00019125211,0.00020310414,0.0002548408,0.014893999],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9990011,0.000078508405,0.00003142531,0.00026410737,0.0005024492,0.0001224109],"domain_scores_gemma":[0.9970425,0.001534994,0.00037101147,0.000487611,0.00035033922,0.0002134984],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00084711524,0.0005533398,0.0005348486,0.0010491812,0.0007670972,0.0021637206,0.0010514681,0.0017120618,0.0035583915],"category_scores_gemma":[0.0044502215,0.0004905821,0.00035960294,0.00040817153,0.0021286902,0.004222748,0.0017779304,0.002738012,0.0010474245],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000079086436,0.00005268524,0.00042680354,0.00016293232,0.000010613372,0.0002635071,0.00036613518,0.0049874033,0.048469435,0.92623293,0.0015862433,0.01736221],"study_design_scores_gemma":[0.000026050591,0.00012438463,0.0011469356,0.00011525738,0.000012043505,0.0013743155,0.00011217482,0.08804298,0.024751727,0.8668713,0.01735516,0.0000676009],"about_ca_topic_score_codex":0.00036201585,"about_ca_topic_score_gemma":0.00017840597,"teacher_disagreement_score":0.0035583915,"about_ca_system_score_codex":0.0010966397,"about_ca_system_score_gemma":0.00044085266,"threshold_uncertainty_score":0.011904001},"labels":[],"label_agreement":null},{"id":"W2129150824","doi":"10.2528/pierm13080610","title":"EXPERIMENTAL RESULTS FOR MICROWAVE TOMOGRAPHY IMAGING BASED ON FDTD AND GA","year":2013,"lang":"en","type":"article","venue":"Progress In Electromagnetics Research M","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Wilkes University","keywords":"Finite-difference time-domain method; Microwave imaging; Microwave; Tomography; Materials science; Optics; Computer science; Physics; Telecommunications","score_opus":0.018749950973550325,"score_gpt":0.311039101655802,"score_spread":0.2922891506822517,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2129150824","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":[0.81275535,0.0011926289,0.15538676,0.00069340423,0.00033675172,0.00038291008,0.0019421157,0.0024241616,0.024886016],"genre_scores_gemma":[0.838543,0.0005199637,0.15236321,0.00008489744,0.000027401922,0.00026511596,0.0010190799,0.00021459613,0.006962808],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992817,0.00012663583,0.00004280366,0.00007776566,0.00039055455,0.00008049225],"domain_scores_gemma":[0.9981931,0.00066102133,0.00012053119,0.0003505158,0.00062006846,0.000054755536],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001283152,0.00044973794,0.00037079127,0.0004957514,0.00044871384,0.00042432136,0.0005561127,0.0007067493,0.0046250136],"category_scores_gemma":[0.0026315688,0.00015396823,0.00017759233,0.00075428525,0.00047103406,0.0004510672,0.0002667346,0.00035619456,0.00085787085],"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":[0.0010360195,0.0011873001,0.00327659,0.000570442,0.00006681248,0.00053007813,0.00077276694,0.046428807,0.8555755,0.0057358555,0.005594239,0.07922557],"study_design_scores_gemma":[0.0001596185,0.001246852,0.004406801,0.000060962,0.000045004435,0.00031024378,0.00016141072,0.09416343,0.8833706,0.0006174211,0.015401047,0.0000566256],"about_ca_topic_score_codex":0.0018756597,"about_ca_topic_score_gemma":0.0014357263,"teacher_disagreement_score":0.0046250136,"about_ca_system_score_codex":0.00044486142,"about_ca_system_score_gemma":0.00018563382,"threshold_uncertainty_score":0.015472233},"labels":[],"label_agreement":null},{"id":"W2130563012","doi":"10.2528/pierm12102106","title":"USE OF JONSCHER MODEL FOR ESTIMATING THE THICKNESS OF A CONCRETE SLAB BY TECHNICAL GPR","year":2013,"lang":"en","type":"article","venue":"Progress In Electromagnetics Research M","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Ground-penetrating radar; Slab; Materials science; Geotechnical engineering; Environmental science; Geology; Computer science; Geophysics; Radar; Telecommunications","score_opus":0.0840418488229361,"score_gpt":0.38725840699859065,"score_spread":0.30321655817565457,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2130563012","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":[0.03570687,0.0003007974,0.9605248,0.0000983059,0.00002593717,0.00002970933,0.00012223498,0.0007387139,0.0024526406],"genre_scores_gemma":[0.6610197,0.0018349909,0.32489866,0.00006991739,0.00003880275,0.00015699175,0.00065174745,0.0002495992,0.011079668],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995414,0.00012750331,0.000019269813,0.00012297124,0.00015217408,0.00003668347],"domain_scores_gemma":[0.99962664,0.0001931507,0.000045668658,0.0000452427,0.000078975216,0.000010248452],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00056884746,0.0010474285,0.0005427863,0.00076523866,0.00027628933,0.00083157455,0.001091005,0.0014527618,0.0011217068],"category_scores_gemma":[0.0012124216,0.00039570135,0.00068959245,0.00049452804,0.000427779,0.0012617019,0.00056665984,0.00085669453,0.0013408981],"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":[0.0001793152,0.00007309615,0.006460964,0.00015841544,0.000091729475,0.00054639176,0.00022147584,0.8469832,0.05313765,0.0108068995,0.0008285791,0.08051234],"study_design_scores_gemma":[0.0000056332083,0.000058001457,0.0011788445,0.000017028653,0.000025930605,0.00027695845,0.000046663074,0.9823157,0.012722162,0.0019620678,0.0013499872,0.000040942366],"about_ca_topic_score_codex":0.0042715636,"about_ca_topic_score_gemma":0.0042500016,"teacher_disagreement_score":0.0042715636,"about_ca_system_score_codex":0.00040256427,"about_ca_system_score_gemma":0.00049831945,"threshold_uncertainty_score":0.008493423},"labels":[],"label_agreement":null},{"id":"W2131792828","doi":"10.2528/pierm14073007","title":"MUTUAL INDUCTANCE CALCULATION BETWEEN MISALIGNMENT COILS FOR WIRELESS POWER TRANSFER OF ENERGY","year":2014,"lang":"en","type":"article","venue":"Progress In Electromagnetics Research M","topic":"Wireless Power Transfer Systems","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Wireless power transfer; Inductance; Energy transfer; Power (physics); Wireless; Energy (signal processing); Maximum power transfer theorem; Electrical engineering; Computer science; Physics; Telecommunications; Engineering physics; Engineering; Thermodynamics; Voltage; Quantum mechanics","score_opus":0.02895552661429865,"score_gpt":0.3106849294023019,"score_spread":0.2817294027880033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2131792828","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":[0.020399,0.0008021835,0.971077,0.0000688996,0.00003858174,0.000021531514,0.000015837764,0.00016041206,0.007416428],"genre_scores_gemma":[0.8556392,0.0012501176,0.13471039,0.00006869119,0.0000818375,0.00009122096,0.000053418746,0.00017484206,0.007930302],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996971,0.0001063776,0.000012457355,0.00003079117,0.00013439979,0.000018885466],"domain_scores_gemma":[0.99962986,0.00021238645,0.00005443264,0.00004126517,0.000053269567,0.000008798071],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048005368,0.0003753246,0.0003126003,0.0004504023,0.00034333047,0.00043990245,0.00043530055,0.00038154973,0.0022236365],"category_scores_gemma":[0.0015698621,0.00022267291,0.0003238453,0.00032793396,0.00046359905,0.0009604563,0.00051689247,0.00028986196,0.0007344301],"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":[0.0002255993,0.0000452245,0.0019070472,0.00046928393,0.00006822915,0.00058817514,0.00046307675,0.5838399,0.10026393,0.21239622,0.0026040468,0.097129315],"study_design_scores_gemma":[0.000008553921,0.000106845895,0.0008309106,0.00003285881,0.00003312404,0.00034591704,0.000049883714,0.9297775,0.03554053,0.022332551,0.010922348,0.000018938345],"about_ca_topic_score_codex":0.00028020804,"about_ca_topic_score_gemma":0.000318478,"teacher_disagreement_score":0.0022236365,"about_ca_system_score_codex":0.0006174474,"about_ca_system_score_gemma":0.00029059107,"threshold_uncertainty_score":0.0074388385},"labels":[],"label_agreement":null},{"id":"W2136396356","doi":"10.2528/pierm09062309","title":"THE MULTIPLE ANTENNA INDUCED EMF METHOD FOR THE PRECISE CALCULATION OF THE COUPLING MATRIX IN A RECEIVING ANTENNA ARRAY","year":2009,"lang":"en","type":"article","venue":"Progress In Electromagnetics Research M","topic":"Antenna Design and Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Antenna (radio); Coupling (piping); Antenna array; Physics; Computer science; Telecommunications; Materials science","score_opus":0.0409593532523833,"score_gpt":0.3732565650063638,"score_spread":0.33229721175398047,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2136396356","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":[0.00076371664,0.00008170624,0.99810034,0.000022578832,0.000016319054,0.000009579462,0.000011017001,0.00007986728,0.00091483054],"genre_scores_gemma":[0.04593147,0.00045661643,0.94896483,0.000048466798,0.000040564097,0.00012552617,0.00006445655,0.000120256576,0.004247827],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99968994,0.00009065668,0.00000967307,0.000024501534,0.00017324166,0.0000120232435],"domain_scores_gemma":[0.999592,0.00022939418,0.000031928615,0.000063191,0.00007193256,0.000011530665],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006216043,0.0005241672,0.00033832423,0.0005058342,0.000258205,0.00035319137,0.0007052083,0.00066665624,0.0029916056],"category_scores_gemma":[0.0014638869,0.00025440805,0.0004896286,0.0005000405,0.00031445056,0.0009002091,0.000407734,0.0010239976,0.0012439005],"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":[0.00007934173,0.00011635849,0.0008109961,0.00042531433,0.000063557454,0.00038592363,0.00028949825,0.32658693,0.09663675,0.26480258,0.008888015,0.30091482],"study_design_scores_gemma":[0.000012414034,0.000045794306,0.00022163642,0.000029620422,0.000009600638,0.00026927624,0.000018596615,0.9568288,0.009769789,0.015598869,0.017168783,0.000026843636],"about_ca_topic_score_codex":0.00066670164,"about_ca_topic_score_gemma":0.0011770854,"teacher_disagreement_score":0.0029916056,"about_ca_system_score_codex":0.00033430185,"about_ca_system_score_gemma":0.0005803904,"threshold_uncertainty_score":0.0100079775},"labels":[],"label_agreement":null},{"id":"W2137364979","doi":"10.2528/pierm08012401","title":"ADAPTING THE NORMALIZED CUMULATIVE PERIODOGRAM PARAMETER-CHOICE METHOD TO THE TIKHONOV REGULARIZATION OF 2-D/TM ELECTROMAGNETIC INVERSE SCATTERING USING BORN ITERATIVE METHOD","year":2008,"lang":"en","type":"article","venue":"Progress In Electromagnetics Research M","topic":"Numerical methods in inverse problems","field":"Mathematics","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Tikhonov regularization; Regularization (linguistics); Inverse; Mathematics; Inverse problem; Applied mathematics; Mathematical analysis; Mathematical optimization; Computer science; Artificial intelligence; Geometry","score_opus":0.21567237049435223,"score_gpt":0.48441811794839834,"score_spread":0.2687457474540461,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2137364979","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":[0.0039224573,0.000042218668,0.9953845,0.000038250888,0.000015190418,0.000014944206,0.0000069998077,0.000082194376,0.00049314287],"genre_scores_gemma":[0.12509201,0.00017182065,0.8718475,0.00008041476,0.0000389741,0.00017301078,0.00007107394,0.00026300256,0.002262154],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994055,0.0002805969,0.00001993541,0.000052613654,0.00021023255,0.000031086583],"domain_scores_gemma":[0.9986777,0.0007519314,0.00011922787,0.00015703164,0.00024828754,0.00004578553],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019917672,0.0006087393,0.0006895405,0.0008067967,0.00032899552,0.00066246785,0.001334798,0.0011360126,0.001287544],"category_scores_gemma":[0.003982811,0.00033421104,0.0006568991,0.00066801475,0.00096700346,0.00089717953,0.00090795534,0.0012265642,0.0003686733],"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":[0.000109920264,0.00009204393,0.0012091915,0.00015783972,0.00006838923,0.00015580296,0.0001433111,0.7714315,0.025797788,0.084031284,0.0012205852,0.11558236],"study_design_scores_gemma":[0.0000031753284,0.000008786975,0.00006518561,0.0000028435784,0.0000018427863,0.0000151864115,0.0000034913091,0.9954248,0.0011828729,0.002778489,0.0005073904,0.0000059864783],"about_ca_topic_score_codex":0.0018619638,"about_ca_topic_score_gemma":0.0021685245,"teacher_disagreement_score":0.0019917672,"about_ca_system_score_codex":0.0005870073,"about_ca_system_score_gemma":0.0013334289,"threshold_uncertainty_score":0.010533571},"labels":[],"label_agreement":null},{"id":"W2139260912","doi":"10.2528/pierm11102810","title":"TUNABLE ALL OPTICAL SWITCH IMPLEMENTED IN A LIQUID CRYSTAL FILLED DUAL-CORE PHOTONIC CRYSTAL FIBER","year":2012,"lang":"en","type":"article","venue":"Progress In Electromagnetics Research M","topic":"Photonic Crystal and Fiber Optics","field":"Engineering","cited_by":25,"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 Ottawa","funders":"","keywords":"Materials science; Cladding (metalworking); Birefringence; Photonic-crystal fiber; Liquid crystal; Refractive index; Optics; Optoelectronics; Optical fiber; Optical switch; Wavelength; Physics","score_opus":0.04673111729793235,"score_gpt":0.3452307842940742,"score_spread":0.2984996669961419,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2139260912","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":[0.96144736,0.00018157819,0.03516646,0.00010100297,0.00005916044,0.000025240703,0.000057539986,0.0005512843,0.0024102703],"genre_scores_gemma":[0.98196596,0.00007076444,0.016613612,0.00002546713,0.000012534399,0.000016256148,0.000031188312,0.000012944227,0.0012512425],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99991417,0.0000075485273,0.0000030706808,0.000023811906,0.000033113232,0.000018258006],"domain_scores_gemma":[0.99990785,0.000018437468,0.000019202877,0.0000132485,0.000019188947,0.000022056389],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009664287,0.00026458828,0.000226081,0.00014052916,0.000301599,0.00029708652,0.00059236406,0.00028686092,0.0006927365],"category_scores_gemma":[0.00008953972,0.0001722656,0.00015300508,0.00008709957,0.00028957633,0.00043872677,0.00020684135,0.00024108424,0.00014008871],"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":[0.00019467114,0.000109830195,0.0007122221,0.000040701052,0.000011891867,0.0002118139,0.000036305744,0.0031764952,0.98503196,0.0017262696,0.00018605577,0.008561791],"study_design_scores_gemma":[0.00006895838,0.0004091496,0.0018184079,0.0000072663724,0.000025799092,0.00035376323,0.000019128918,0.14645244,0.84807014,0.00046443663,0.0022867413,0.000023785558],"about_ca_topic_score_codex":0.00090204005,"about_ca_topic_score_gemma":0.0011643476,"teacher_disagreement_score":0.00090204005,"about_ca_system_score_codex":0.00031940392,"about_ca_system_score_gemma":0.00025605477,"threshold_uncertainty_score":0.0023174882},"labels":[],"label_agreement":null},{"id":"W2139377192","doi":"10.2528/pierm09060105","title":"VALIDITY CHECK OF MUTUAL INDUCTANCE FORMULAS FOR CIRCULAR FILAMENTS WITH LATERAL AND ANGULAR MISALIGNMENTS","year":2009,"lang":"en","type":"article","venue":"Progress In Electromagnetics Research M","topic":"Solar and Space Plasma Dynamics","field":"Physics and Astronomy","cited_by":76,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Inductance; Confusion; Physics; Vector potential; Magnetic potential; Mathematical analysis; Mathematics; Topology (electrical circuits); Magnetic field; Combinatorics; Quantum mechanics","score_opus":0.035629212999313466,"score_gpt":0.35333024310875805,"score_spread":0.31770103010944456,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2139377192","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":[0.16433056,0.000649202,0.81474483,0.0002248381,0.00009872853,0.00004863708,0.000053090367,0.00050584646,0.019344166],"genre_scores_gemma":[0.9167758,0.00019040213,0.08072169,0.000060167094,0.00004270772,0.00003344826,0.000050240717,0.00017984379,0.0019456195],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921095,0.00023258814,0.00004550579,0.00007874274,0.0003672368,0.000064898704],"domain_scores_gemma":[0.99753964,0.0015283991,0.00026110435,0.00024478775,0.0003890636,0.000036961443],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014063697,0.00029652397,0.00032320686,0.0010654416,0.00055905647,0.00061409496,0.0010296121,0.0005243109,0.0015178127],"category_scores_gemma":[0.010574719,0.00019922909,0.00038540244,0.0003507635,0.00086696225,0.0014076995,0.00081954274,0.00038139024,0.0003750989],"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":[0.0002609431,0.00008788338,0.009052942,0.0004088795,0.000078229976,0.0024223856,0.00095319713,0.1839386,0.060937982,0.6114584,0.002256916,0.12814361],"study_design_scores_gemma":[0.000017340522,0.000071659284,0.0018989362,0.000041691164,0.00002209535,0.0006453298,0.00012998276,0.9163599,0.02912636,0.047810882,0.0038472768,0.000028498793],"about_ca_topic_score_codex":0.0011184653,"about_ca_topic_score_gemma":0.0009596523,"teacher_disagreement_score":0.0015178127,"about_ca_system_score_codex":0.0005418866,"about_ca_system_score_gemma":0.00047480446,"threshold_uncertainty_score":0.007437706},"labels":[],"label_agreement":null},{"id":"W2167727075","doi":"10.2528/pierm10072609","title":"FDTD MODELING AND SIMULATION OF MICROWAVE HEATING OF IN-SHELL EGGS","year":2010,"lang":"en","type":"article","venue":"Progress In Electromagnetics Research M","topic":"Induction Heating and Inverter Technology","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Fonds Québécois de la Recherche sur la Nature et les Technologies","keywords":"Finite-difference time-domain method; Microwave heating; Microwave; Shell (structure); Materials science; Environmental science; Physics; Computer science; Optics; Telecommunications; Composite material","score_opus":0.03327488306040282,"score_gpt":0.3499333643589853,"score_spread":0.3166584812985825,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2167727075","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":[0.41995686,0.00043031873,0.54541206,0.00045604678,0.00014636082,0.000095611744,0.00056149944,0.0011628249,0.031778272],"genre_scores_gemma":[0.9498332,0.00022997745,0.039701715,0.00004590684,0.0000114685035,0.000065431464,0.00019307935,0.00008154478,0.009837624],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9999349,0.000015279868,0.0000029963057,0.000007285479,0.000027498127,0.000012048013],"domain_scores_gemma":[0.99980253,0.00010068293,0.00002163466,0.000015744397,0.000049219852,0.000010096961],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014759874,0.00025983763,0.00025851512,0.00019347717,0.0002093327,0.00045948764,0.00045186357,0.0008214982,0.001863856],"category_scores_gemma":[0.0005945519,0.00022752034,0.0003094315,0.00019213514,0.00026355826,0.00030129406,0.000203709,0.0002620686,0.00029425102],"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":[0.000060608123,0.000023826446,0.00092714775,0.000060374485,0.000012901742,0.00016650339,0.000109502085,0.97686017,0.014448839,0.002577505,0.0004397948,0.0043127625],"study_design_scores_gemma":[0.0000044753815,0.000008102029,0.00010612136,0.0000036616982,0.0000021880728,0.000013922841,0.000008827593,0.9970522,0.002094412,0.00012503877,0.0005786434,0.0000023596472],"about_ca_topic_score_codex":0.0050114966,"about_ca_topic_score_gemma":0.0020678854,"teacher_disagreement_score":0.0050114966,"about_ca_system_score_codex":0.00045678482,"about_ca_system_score_gemma":0.0004336768,"threshold_uncertainty_score":0.009964645},"labels":[],"label_agreement":null},{"id":"W2232333647","doi":"10.2528/pierm15061504","title":"CHARACTERIZATION OF AN OFF-BODY CHANNEL AT 2.45 GHZ IN AN UNDERGROUND MINE ENVIRONMENT","year":2015,"lang":"en","type":"article","venue":"Progress In Electromagnetics Research M","topic":"Wireless Body Area Networks","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec en Outaouais; Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Characterization (materials science); Channel (broadcasting); Environmental science; Geology; Computer science; Materials science; Telecommunications; Nanotechnology","score_opus":0.0413712184541808,"score_gpt":0.3119363179516148,"score_spread":0.270565099497434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2232333647","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":[0.9864269,0.00003882847,0.012386991,0.00002839733,0.000006008926,0.000007356002,0.0000948953,0.000056904315,0.0009537958],"genre_scores_gemma":[0.99834704,0.000028169414,0.0013824272,0.000007780447,0.0000018377492,0.0000040910672,0.000038823593,0.000003425077,0.00018649866],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998584,0.00003507918,0.0000036573117,0.000021590438,0.000053413867,0.000027864558],"domain_scores_gemma":[0.99960893,0.0001864856,0.000063189174,0.000040390078,0.00007773305,0.00002341485],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001450541,0.00019655055,0.00023302186,0.0002705065,0.00014683495,0.00018685595,0.00014597944,0.00030067455,0.00043323898],"category_scores_gemma":[0.00039899358,0.000070395035,0.000087500826,0.00023189283,0.0003049335,0.00024102611,0.00018269694,0.00018549651,0.00014036751],"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":[0.0008867315,0.00024102931,0.05711266,0.0002662682,0.000053724263,0.0014432811,0.0006388087,0.105141565,0.792695,0.001477378,0.0005623858,0.039481137],"study_design_scores_gemma":[0.00006937849,0.0017577333,0.187573,0.00004263163,0.00006479509,0.0025751179,0.0014084239,0.4228471,0.38006482,0.001344178,0.0021427036,0.00011008937],"about_ca_topic_score_codex":0.0004246374,"about_ca_topic_score_gemma":0.0005827384,"teacher_disagreement_score":0.00043323898,"about_ca_system_score_codex":0.000094194926,"about_ca_system_score_gemma":0.00014095967,"threshold_uncertainty_score":0.0014493465},"labels":[],"label_agreement":null},{"id":"W2521423650","doi":"10.2528/pierm16042802","title":"MODELING THE EFFECT OF PERIODIC WALL ROUGHNESS ON THE INDOOR RADIO PROPAGATION CHANNEL","year":2016,"lang":"en","type":"article","venue":"Progress In Electromagnetics Research M","topic":"Millimeter-Wave Propagation and Modeling","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec en Outaouais","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Channel (broadcasting); Radio channel; Surface finish; Acoustics; Telecommunications; Environmental science; Computer science; Materials science; Physics; Composite material","score_opus":0.03746008940391899,"score_gpt":0.30459354880201356,"score_spread":0.2671334593980946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2521423650","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":[0.20997395,0.00043571636,0.7813508,0.00013899317,0.00008671591,0.0000768703,0.00029970662,0.0006336819,0.0070035206],"genre_scores_gemma":[0.9766663,0.00045461877,0.020080427,0.000027324366,0.000022259257,0.00005947157,0.00014042453,0.00005639684,0.002492777],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997352,0.000057710105,0.000009576742,0.000044616565,0.00008078123,0.00007213481],"domain_scores_gemma":[0.9994562,0.00027524482,0.000106299856,0.0000616799,0.000075852164,0.00002467762],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027681878,0.00073755364,0.00061231415,0.00042546098,0.00028865488,0.0008021811,0.00088302314,0.0011349553,0.0006976344],"category_scores_gemma":[0.0010435953,0.00038405185,0.00055890327,0.00054374425,0.0005480876,0.00065695425,0.00034448254,0.00048710595,0.00021894819],"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":[0.000011773422,0.000011498025,0.0005405959,0.00001575007,0.000007797111,0.0000660687,0.000012457478,0.9941783,0.0021646202,0.0010905241,0.00006572357,0.001834862],"study_design_scores_gemma":[0.0000019268136,0.000010070107,0.00022590716,0.0000018816891,0.0000045280663,0.000018644203,0.000004396943,0.9989986,0.00038952025,0.00025436102,0.00008544079,0.0000047660496],"about_ca_topic_score_codex":0.007330238,"about_ca_topic_score_gemma":0.004363173,"teacher_disagreement_score":0.007330238,"about_ca_system_score_codex":0.00054288696,"about_ca_system_score_gemma":0.0007198749,"threshold_uncertainty_score":0.014575124},"labels":[],"label_agreement":null},{"id":"W4295162351","doi":"10.2528/pierm22070106","title":"LOW PROFILE/SINGLE LAYER X-BAND CIRCULARLY POLARIZED REFLECTARRAY WITH A LINEARLY POLARIZED FEED","year":2022,"lang":"en","type":"article","venue":"Progress In Electromagnetics Research M","topic":"Advanced Antenna and Metasurface Technologies","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Military College of Canada; Queen's University","funders":"","keywords":"Linear polarization; Optics; Materials science; X band; Circular polarization; Physics; Microstrip; Laser","score_opus":0.03850593561181371,"score_gpt":0.3157983999777915,"score_spread":0.2772924643659778,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4295162351","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":[0.2073826,0.00066094275,0.75082976,0.0003492503,0.00021403632,0.00009705492,0.0004918121,0.002608828,0.037365656],"genre_scores_gemma":[0.58900636,0.0006561424,0.3875524,0.00015329907,0.00006186322,0.00012420933,0.00059905567,0.00026729322,0.02157929],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99981576,0.000021651333,0.0000075391877,0.000049623486,0.00008212361,0.00002331589],"domain_scores_gemma":[0.99985373,0.000017623268,0.000043003532,0.000029662038,0.000044862896,0.000011060547],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010568191,0.00042234542,0.00030751375,0.0001724214,0.00011548454,0.00062649744,0.0006907495,0.00041449862,0.0025699218],"category_scores_gemma":[0.00016018249,0.00029446455,0.00048038445,0.00017951017,0.00012541714,0.0003721953,0.00023236181,0.00029037005,0.0023918345],"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":[0.00017109432,0.00005281938,0.0011018966,0.00023696126,0.00007694972,0.0003013396,0.00007122552,0.019677708,0.93652606,0.0033809613,0.0017130503,0.036689892],"study_design_scores_gemma":[0.000040265935,0.00054071133,0.002279082,0.000032410175,0.00006948498,0.0015623054,0.00007020542,0.1255039,0.83729255,0.00047321976,0.03207775,0.000058186128],"about_ca_topic_score_codex":0.000389992,"about_ca_topic_score_gemma":0.0005195321,"teacher_disagreement_score":0.0025699218,"about_ca_system_score_codex":0.00033049472,"about_ca_system_score_gemma":0.00018360312,"threshold_uncertainty_score":0.008597195},"labels":[],"label_agreement":null},{"id":"W4384648496","doi":"10.2528/pierm23041109","title":"Moving Metallic Slab Illuminated by a Plane Wave: Theory and Numerical Analysis Using the Finite Difference Time Domain Method","year":2023,"lang":"en","type":"article","venue":"Progress In Electromagnetics Research M","topic":"Electromagnetic Simulation and Numerical Methods","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":"Université du Québec","funders":"","keywords":"Slab; Finite-difference time-domain method; Plane wave; Plane (geometry); Physics; Mechanics; Finite difference method; Domain (mathematical analysis); Optics; Mathematical analysis; Materials science; Geometry; Mathematics; Geophysics","score_opus":0.03740762424661478,"score_gpt":0.3775253409768172,"score_spread":0.34011771673020247,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384648496","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":[0.10534783,0.0014707454,0.8685277,0.00045178688,0.00015387627,0.00009000236,0.00015088767,0.00049271644,0.02331447],"genre_scores_gemma":[0.80990225,0.001843014,0.17398044,0.00017366423,0.00006996163,0.00021787008,0.00022144332,0.0001305706,0.013460723],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998796,0.000025635032,0.000003885103,0.000010874594,0.00006644739,0.000013574447],"domain_scores_gemma":[0.99972886,0.00015849693,0.000028098348,0.000018911534,0.000054090273,0.000011546528],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027792653,0.00035895503,0.0004454687,0.00038487263,0.00027561683,0.0005496785,0.0008673973,0.00096619996,0.0019228497],"category_scores_gemma":[0.0005659571,0.00023525917,0.00035828084,0.0004294008,0.00071822177,0.00039192333,0.00035051594,0.00055223383,0.00034409278],"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":[0.000102518454,0.00010465636,0.000821704,0.00034327776,0.00003399921,0.0003734167,0.00019449447,0.86295545,0.06377246,0.050663058,0.0010845882,0.01955036],"study_design_scores_gemma":[0.0000024528651,0.000010435693,0.00007367085,0.0000064445353,0.0000014688286,0.000026101714,0.000008770145,0.9972831,0.0012571786,0.000988001,0.000338116,0.0000042746024],"about_ca_topic_score_codex":0.0026684387,"about_ca_topic_score_gemma":0.001250905,"teacher_disagreement_score":0.0026684387,"about_ca_system_score_codex":0.00046356325,"about_ca_system_score_gemma":0.00053335394,"threshold_uncertainty_score":0.0064325333},"labels":[],"label_agreement":null}]}