{"meta":{"query_hash":"23c4d5a7c9a9","filters":{"venue":"Advances in imaging and electron physics"},"cohort_total":9,"direct_labels_cover":0,"predictions_cover":9,"exported":9,"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/23c4d5a7c9a9","api":"https://metacan.xera.ac/api/v1/cohort?venue=Advances+in+imaging+and+electron+physics"},"results":[{"id":"W127343367","doi":"10.1016/b978-0-12-394298-2.00001-6","title":"Measurement Techniques and Issues","year":2012,"lang":"en","type":"book-chapter","venue":"Advances in imaging and electron physics","topic":"Advanced Power Amplifier Design","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Calibration; Parasitic extraction; Electronic engineering; Electronic circuit; Scattering parameters; Computer science; Extremely high frequency; SIGNAL (programming language); Electrical engineering; Engineering; Physics; Telecommunications","score_opus":0.010094176135801795,"score_gpt":0.2513266394889468,"score_spread":0.241232463353145,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W127343367","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000014788741,0.75974935,0.02397764,0.000048797316,0.00021679472,0.00030240722,0.000007202901,0.00054665166,0.21513636],"genre_scores_gemma":[0.18213615,0.7702189,0.022829285,0.00020436065,0.002761726,0.00018186905,0.000047276662,0.00084312895,0.020777281],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989709,0.000006747773,0.00019372693,0.00026333897,0.00019209785,0.00037317938],"domain_scores_gemma":[0.99963677,0.000020141091,0.00004966035,0.00019763217,0.000036267502,0.00005954408],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00011850724,0.0003547888,0.00032164922,0.00007554456,0.000039530976,0.000026915528,0.00008170468,0.00006881033,0.0000031525653],"category_scores_gemma":[0.0000028314978,0.00038637847,0.00002864784,0.000028198872,0.00009350591,0.00047716807,0.00003216957,0.00042114223,0.000004314874],"study_design_candidate":"design_other","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":[0.000008438568,0.000008289665,0.0000949409,0.00029276527,0.000030360647,0.000007801776,0.00015272925,0.00013021153,0.0011310363,0.03946595,0.00038830086,0.95828915],"study_design_scores_gemma":[0.00014029747,0.000027685905,0.000005794554,0.00043839874,0.000035039153,0.000022407212,0.0000065584636,0.00019725884,0.009901027,0.1688723,0.8197668,0.00058642885],"about_ca_topic_score_codex":0.0000024266217,"about_ca_topic_score_gemma":0.0000044261783,"teacher_disagreement_score":0.95770276,"about_ca_system_score_codex":0.0001354093,"about_ca_system_score_gemma":0.000009592575,"threshold_uncertainty_score":0.9998588},"labels":[],"label_agreement":null},{"id":"W1593245609","doi":"10.1016/s1076-5670(09)00011-1","title":"Temporal Filtering Technique Using Time Lenses for Optical Transmission Systems","year":2009,"lang":"en","type":"book-chapter","venue":"Advances in imaging and electron physics","topic":"Optical Network Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Lens (geology); SIGNAL (programming language); Optics; Fourier transform; Demultiplexer; Multiplexing; Filter (signal processing); Computer science; Transformation (genetics); Optical communication; Wavelength-division multiplexing; Time-division multiplexing; Signal processing; Electronic engineering; Telecommunications; Physics; Wavelength; Engineering","score_opus":0.007547159245585446,"score_gpt":0.24139927610477505,"score_spread":0.2338521168591896,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1593245609","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011581001,0.102311105,0.8103516,0.00009387875,0.00036622913,0.0020058933,0.000035192774,0.0027123909,0.08096557],"genre_scores_gemma":[0.33051372,0.041064665,0.60736674,0.0000953503,0.0024074118,0.0004391685,0.00027874322,0.0012925856,0.01654161],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988489,0.0000038274293,0.000285961,0.00031190438,0.00011023997,0.00043914028],"domain_scores_gemma":[0.9996173,0.00008347487,0.000049891583,0.00018278036,0.000025170964,0.000041420863],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007989866,0.00036286257,0.00045435774,0.000095785246,0.000055532848,0.0000491235,0.00013336165,0.00017849356,9.4701403e-7],"category_scores_gemma":[0.000005372925,0.00037365474,0.00006960322,0.00004918769,0.000096739524,0.000276633,0.000022999988,0.0004829168,0.0000013301039],"study_design_candidate":"design_other","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":[0.00004672469,0.000022492506,0.000010084473,0.0010881844,0.000042624506,0.00003028885,0.000024773022,0.070413925,0.03052921,0.07253426,0.00016022986,0.8250972],"study_design_scores_gemma":[0.0005398653,0.00030416116,0.0000012974019,0.003941012,0.00012019695,0.00011885259,0.000011076574,0.63208526,0.024064977,0.20829777,0.12876335,0.0017521725],"about_ca_topic_score_codex":0.0000011377302,"about_ca_topic_score_gemma":2.889951e-7,"teacher_disagreement_score":0.823345,"about_ca_system_score_codex":0.00013197988,"about_ca_system_score_gemma":0.000014361887,"threshold_uncertainty_score":0.99987155},"labels":[],"label_agreement":null},{"id":"W159743921","doi":"10.1016/b978-0-12-385861-0.00001-4","title":"Two-Dimensional Fourier Transforms in Polar Coordinates","year":2011,"lang":"en","type":"book-chapter","venue":"Advances in imaging and electron physics","topic":"Numerical methods in inverse problems","field":"Mathematics","cited_by":49,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Polar coordinate system; Polar; Fourier transform; Mathematical analysis; Mathematics; Geometry; Physics","score_opus":0.024269802947774897,"score_gpt":0.3207344174104335,"score_spread":0.2964646144626586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W159743921","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0012292609,0.041901596,0.024817456,0.00044977912,0.00091429625,0.0013565363,0.00005725988,0.00030085997,0.92897296],"genre_scores_gemma":[0.090397015,0.017766412,0.77687716,0.0017988555,0.0015626062,0.00033910223,0.00013674072,0.0013515465,0.10977056],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99818885,0.00004494336,0.00046932342,0.000512583,0.00024851348,0.0005357905],"domain_scores_gemma":[0.998948,0.00043853757,0.00020612268,0.0002870882,0.000049043403,0.00007122227],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00038258207,0.00044363085,0.00064988754,0.00014519665,0.000062576764,0.000020198411,0.00019018684,0.00010925453,0.000038800004],"category_scores_gemma":[0.000054267144,0.0004108807,0.000102600716,0.00008939725,0.00024431196,0.0004128898,0.00006274166,0.000981005,0.000010349915],"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":[0.00006049664,0.000073911186,0.00033083622,0.00024108883,0.000032161064,0.000027214594,0.00031161256,0.000045260356,0.00016852928,0.8149167,0.00012927824,0.18366294],"study_design_scores_gemma":[0.0005724306,0.000052288986,0.00000268809,0.00043137788,0.00003885881,0.00001442185,0.000009668015,0.00041860092,0.0009880358,0.9789074,0.018085912,0.00047832308],"about_ca_topic_score_codex":0.000052169537,"about_ca_topic_score_gemma":0.00003734943,"teacher_disagreement_score":0.8192024,"about_ca_system_score_codex":0.00013181525,"about_ca_system_score_gemma":0.000051014227,"threshold_uncertainty_score":0.9998343},"labels":[],"label_agreement":null},{"id":"W1658339150","doi":"10.1016/s1076-5670(04)35001-9","title":"Optics, Mechanics, and Hamilton–Jacobi Skeletons","year":2005,"lang":"en","type":"book-chapter","venue":"Advances in imaging and electron physics","topic":"Advanced Numerical Analysis Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Hamilton–Jacobi equation; Classical mechanics; Geometrical optics; Optics; Computer science; Physics","score_opus":0.003401239232913503,"score_gpt":0.23162735885115573,"score_spread":0.22822611961824224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1658339150","genre_codex":"methods","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00013939157,0.19690755,0.5649131,0.00021982368,0.00028348214,0.0005401834,0.00007615016,0.0016193694,0.23530097],"genre_scores_gemma":[0.10040465,0.7822285,0.079807445,0.00057855644,0.0016597871,0.0000968065,0.00020354957,0.000748817,0.03427185],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99871796,0.0000064356964,0.00029792628,0.00041530028,0.00015018435,0.000412213],"domain_scores_gemma":[0.99947864,0.000064593485,0.0000805603,0.00026207222,0.000033747747,0.0000803656],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000056283727,0.00043705857,0.000510788,0.000121418365,0.000058339432,0.000033480803,0.00013473653,0.00010041017,0.000005638875],"category_scores_gemma":[0.000006193579,0.00047389462,0.00007200346,0.00007188457,0.00008471598,0.00040731695,0.000051670868,0.00066399,0.0000052599144],"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":[0.000008973834,0.000021461745,0.000023788707,0.00019505371,0.0000875935,0.00001587648,0.00010110928,0.008588825,0.00085308927,0.3144507,0.000325423,0.6753281],"study_design_scores_gemma":[0.00022085765,0.000049362236,0.0000024528724,0.00024253123,0.000101183185,0.00001548815,0.000010875402,0.044441454,0.0021292297,0.62327105,0.32857633,0.0009391738],"about_ca_topic_score_codex":0.000003444548,"about_ca_topic_score_gemma":0.000026454007,"teacher_disagreement_score":0.67438895,"about_ca_system_score_codex":0.00013755672,"about_ca_system_score_gemma":0.000009846283,"threshold_uncertainty_score":0.9997713},"labels":[],"label_agreement":null},{"id":"W183335773","doi":"10.1016/s1076-5670(05)40004-x","title":"A Taxonomy of Color Image Filtering and Enhancement Solutions","year":2006,"lang":"en","type":"book-chapter","venue":"Advances in imaging and electron physics","topic":"Image Enhancement Techniques","field":"Computer Science","cited_by":108,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Sharpening; Smoothing; Pixel; Artificial intelligence; Computer science; Computer vision; Process (computing); Noise (video); Image (mathematics); Pattern recognition (psychology)","score_opus":0.009652451264130411,"score_gpt":0.2449034496298116,"score_spread":0.23525099836568117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W183335773","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000057991216,0.010252449,0.894229,0.00008213193,0.00007052814,0.00031429567,0.000005787357,0.00009439526,0.094893396],"genre_scores_gemma":[0.27090392,0.04178332,0.62711805,0.0005869573,0.0006507042,0.0008439447,0.00011177132,0.00022926946,0.05777209],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99869215,0.000011969836,0.00031482405,0.00046068258,0.00016116953,0.00035917162],"domain_scores_gemma":[0.99929696,0.000049739392,0.0002485,0.00031530022,0.00006024437,0.000029270903],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00012682371,0.00026858176,0.00033559164,0.00011318576,0.00008170559,0.000065876,0.0002663648,0.0000395042,0.00000234847],"category_scores_gemma":[0.0000041939234,0.00029669315,0.000041643114,0.000062616855,0.00020316764,0.00092416356,0.0002876903,0.00024397737,0.0000014376667],"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":[0.000016060634,0.00009762266,0.000059773112,0.00038289436,0.00003352575,0.000018934828,0.00015917371,0.00004643588,0.03908931,0.38118893,0.0020388789,0.5768685],"study_design_scores_gemma":[0.001055374,0.0004727768,0.000036347206,0.0015220795,0.00007174306,0.00003306829,0.000013485129,0.023002593,0.26731536,0.3800055,0.3247368,0.0017348718],"about_ca_topic_score_codex":0.00001848889,"about_ca_topic_score_gemma":0.000008812348,"teacher_disagreement_score":0.57513356,"about_ca_system_score_codex":0.000089344474,"about_ca_system_score_gemma":0.000045368786,"threshold_uncertainty_score":0.9999485},"labels":[],"label_agreement":null},{"id":"W24676266","doi":"10.1016/b978-0-12-394298-2.00006-5","title":"Substrate-Integrated Antennas on Silicon","year":2012,"lang":"en","type":"book-chapter","venue":"Advances in imaging and electron physics","topic":"Interconnection Networks and Systems","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Bluetooth; Wireless; Computer science; Electrical engineering; Chip; Electronic engineering; Communications system; Integrated circuit; Communications satellite; Telecommunications; Engineering; Satellite; Aerospace engineering","score_opus":0.009273902611087192,"score_gpt":0.2453504608641005,"score_spread":0.23607655825301332,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W24676266","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009794376,0.07721262,0.14472897,0.0004948617,0.0037590263,0.0006042748,0.000010300481,0.0005392918,0.77167124],"genre_scores_gemma":[0.9492107,0.0086048,0.0003090937,0.000590085,0.0010909863,0.000022303979,0.000031347143,0.000077752906,0.040062897],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985448,0.000028827559,0.00028917516,0.0004970931,0.0001825615,0.00045753142],"domain_scores_gemma":[0.99922556,0.00008166248,0.00018364238,0.00037012575,0.000070512426,0.00006850449],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001614968,0.00034560985,0.000365758,0.000101979895,0.00008989353,0.00012431007,0.00031003173,0.00008907776,0.0000053072663],"category_scores_gemma":[0.000003884944,0.0003092189,0.00007929159,0.000083407285,0.0000659117,0.0007142125,0.000049045073,0.0005982833,0.000033111686],"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":[0.00001598105,0.000026209435,0.00015321694,0.00003253334,0.00001603131,0.000012640375,0.0001470156,0.00025718953,0.000101445155,0.81258905,0.0003495238,0.18629919],"study_design_scores_gemma":[0.0008395933,0.00039979076,0.000093137875,0.0016206675,0.000033274126,0.0001285987,0.00004675331,0.06667478,0.002342847,0.31907323,0.6069568,0.0017905704],"about_ca_topic_score_codex":0.00001901189,"about_ca_topic_score_gemma":0.000029734632,"teacher_disagreement_score":0.9482313,"about_ca_system_score_codex":0.00010299634,"about_ca_system_score_gemma":0.000037239803,"threshold_uncertainty_score":0.999936},"labels":[],"label_agreement":null},{"id":"W3118804913","doi":"10.1016/b978-0-12-394298-2.00005-3","title":"RF MEMS Devices for Communication Systems","year":2012,"lang":"en","type":"book-chapter","venue":"Advances in imaging and electron physics","topic":"Advanced MEMS and NEMS Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; University of Alberta","funders":"","keywords":"Microelectromechanical systems; Reliability (semiconductor); Power consumption; Radio frequency; Reduction (mathematics); Electrical engineering; Electronic engineering; Communications satellite; Power (physics); Engineering; Computer science; Telecommunications; Satellite; Materials science; Aerospace engineering; Optoelectronics; Physics","score_opus":0.008590725118867335,"score_gpt":0.25263607657490145,"score_spread":0.24404535145603412,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3118804913","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0007704366,0.88267183,0.011622661,0.000057622725,0.000513281,0.0006387028,0.000035529552,0.0008737261,0.10281618],"genre_scores_gemma":[0.5662532,0.41673937,0.0044375677,0.000058910995,0.000698771,0.00036589082,0.00021489573,0.0003420446,0.0108893635],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99921733,0.0000010723508,0.0002050699,0.00018019146,0.00007351302,0.0003228309],"domain_scores_gemma":[0.99945945,0.0000967816,0.00009024827,0.00029636754,0.000030953608,0.000026221715],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007130416,0.0002617531,0.0003093944,0.000067108325,0.00006840492,0.000028196977,0.00016292417,0.0000980082,6.4018127e-7],"category_scores_gemma":[0.00000480314,0.00026889145,0.00004132181,0.00003202587,0.000083014005,0.00047869934,0.000036487345,0.00034692284,0.0000026016503],"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":[0.000013344751,0.000015085854,0.00005759678,0.00087495043,0.00005967706,9.718829e-7,0.00011858959,0.006226908,0.0061757737,0.25205082,0.0004999341,0.7339063],"study_design_scores_gemma":[0.0002302954,0.00002423866,0.000006679776,0.0004921257,0.000040630683,0.0000058484648,0.00005496098,0.0012735537,0.0039482615,0.15349711,0.83991,0.0005163076],"about_ca_topic_score_codex":0.000004508311,"about_ca_topic_score_gemma":0.000023748875,"teacher_disagreement_score":0.83941007,"about_ca_system_score_codex":0.00008819208,"about_ca_system_score_gemma":0.000006907736,"threshold_uncertainty_score":0.99997634},"labels":[],"label_agreement":null},{"id":"W6007141","doi":"10.1016/b978-0-12-394298-2.00002-8","title":"Transmission Lines and Passive Components","year":2012,"lang":"en","type":"book-chapter","venue":"Advances in imaging and electron physics","topic":"Electromagnetic Compatibility and Noise Suppression","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Electric power transmission; Electronic engineering; Transmission (telecommunications); Electronic component; Computer science; Chip; Electrical engineering; Engineering; Telecommunications","score_opus":0.005620000987964536,"score_gpt":0.2234999050587827,"score_spread":0.21787990407081817,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6007141","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.080269985,0.7562186,0.00404617,0.00026378673,0.00069241837,0.00075787335,0.000033411212,0.0005704972,0.15714726],"genre_scores_gemma":[0.84451187,0.14810991,0.0009076729,0.00005339001,0.0005278956,0.000018558098,0.000106870415,0.00013899872,0.005624818],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99911755,0.00001024554,0.00019619564,0.00024734545,0.000114906,0.0003137819],"domain_scores_gemma":[0.9996602,0.000068445566,0.000040668372,0.00013838454,0.00001698243,0.00007531413],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000037341997,0.00029092302,0.00030547325,0.00005705332,0.00005709912,0.000018986848,0.000066015695,0.00007665606,0.000013517018],"category_scores_gemma":[0.0000017715842,0.0002845099,0.000035577345,0.000026692087,0.00007881983,0.00027413465,0.000024553361,0.00043989558,0.0000023590137],"study_design_candidate":"design_other","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":[0.000025177305,0.000020123107,0.0002342174,0.00038860115,0.000015418465,0.000003829178,0.00021470698,0.00030206732,0.009722932,0.0037168444,0.00013846892,0.98521763],"study_design_scores_gemma":[0.001752467,0.00026740952,0.00073400285,0.0027290648,0.00020733412,0.000060622035,0.000020936393,0.05434428,0.030955302,0.26524898,0.641444,0.0022355597],"about_ca_topic_score_codex":0.0000040546092,"about_ca_topic_score_gemma":0.0000046667346,"teacher_disagreement_score":0.98298204,"about_ca_system_score_codex":0.000037440775,"about_ca_system_score_gemma":0.0000075164653,"threshold_uncertainty_score":0.9999607},"labels":[],"label_agreement":null},{"id":"W74772203","doi":"10.1016/b978-0-12-394298-2.00003-x","title":"Modeling and Design of High-Frequency Structures Using Artificial Neural Networks and Space Mapping","year":2012,"lang":"en","type":"book-chapter","venue":"Advances in imaging and electron physics","topic":"Microwave Engineering and Waveguides","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Surrogate model; Computer science; Artificial neural network; Range (aeronautics); Set (abstract data type); Space mapping; Artificial intelligence; Algorithm; Machine learning; Engineering","score_opus":0.012841895568225882,"score_gpt":0.22220968185154558,"score_spread":0.2093677862833197,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W74772203","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017048199,0.15504134,0.8269187,0.0000067361175,0.0002306913,0.00013795972,0.0000057702887,0.000085219086,0.0005253688],"genre_scores_gemma":[0.9796017,0.011956774,0.007994721,0.000006693744,0.00032451077,0.0000018389255,0.000008041527,0.00007867228,0.000027044323],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906075,0.0000099152385,0.00025958626,0.00023706336,0.00008013783,0.00035255932],"domain_scores_gemma":[0.9997018,0.000048548965,0.000058091005,0.00012316245,0.000022677743,0.00004574162],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009300367,0.00032300345,0.0003794018,0.000099962286,0.00005229793,0.000032555297,0.000053299766,0.00008811632,7.0273904e-7],"category_scores_gemma":[0.0000045581055,0.0003520572,0.000025096118,0.00004126287,0.00007828242,0.00032113408,0.000031339612,0.00040350875,5.7510647e-8],"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":[0.000004676696,0.0000015901433,0.000037742822,0.00018390572,0.000020910597,0.0000018934991,0.000083242936,0.9392325,0.0037218416,0.02669943,0.0000014347789,0.03001079],"study_design_scores_gemma":[0.000097291115,0.000010264062,0.000005609361,0.00020833992,0.00003728175,0.000020734546,0.000010334075,0.9302661,0.0005077245,0.06846216,0.00004341054,0.0003307541],"about_ca_topic_score_codex":0.000023418079,"about_ca_topic_score_gemma":0.0000028292598,"teacher_disagreement_score":0.9625535,"about_ca_system_score_codex":0.000039943672,"about_ca_system_score_gemma":0.000007928228,"threshold_uncertainty_score":0.9998931},"labels":[],"label_agreement":null}]}