{"meta":{"query_hash":"c13bb6becb56","filters":{"venue":"Advances in computers"},"cohort_total":19,"direct_labels_cover":0,"predictions_cover":19,"exported":19,"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/c13bb6becb56","api":"https://metacan.xera.ac/api/v1/cohort?venue=Advances+in+computers"},"results":[{"id":"W124332034","doi":"10.1016/b978-0-12-800162-2.00003-8","title":"Advances in Model-Driven Security","year":2014,"lang":"en","type":"book-chapter","venue":"Advances in computers","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":34,"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":"Security engineering; Computer science; Computer security model; Security domain; Domain (mathematical analysis); Order (exchange); Model-driven architecture; Computer security; Security through obscurity; Information security; Security information and event management; Management science; Software security assurance; Security service; Cloud computing security; Engineering; Unified Modeling Language; Business","score_opus":0.022343633915647858,"score_gpt":0.2869647553865556,"score_spread":0.2646211214709077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W124332034","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":[0.0000052201067,0.012776735,0.9497281,0.00009115766,0.001999874,0.00033327733,0.000007596227,0.0005821203,0.034475956],"genre_scores_gemma":[0.0021934996,0.017746883,0.9758179,0.00029351295,0.00019015402,0.000044093027,0.00001343979,0.000089497495,0.0036110126],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9966246,0.00009823875,0.0007774047,0.0013268712,0.0004873965,0.0006854951],"domain_scores_gemma":[0.99664056,0.0015550329,0.000369367,0.0012348883,0.00007713437,0.00012302227],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00050591055,0.0007182473,0.001031602,0.0006443157,0.000054803455,0.00006590417,0.0023835823,0.00036565124,0.0000037411376],"category_scores_gemma":[0.00016427725,0.0007759344,0.00017144825,0.00021680674,0.00019730964,0.0016654184,0.00087775657,0.0010767264,0.000028090246],"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":[0.0000058456108,0.000007839016,0.000017886461,0.00009049807,0.0000036244226,0.000046144312,0.00018831367,0.62353295,8.331935e-7,0.22566846,0.000032672637,0.15040492],"study_design_scores_gemma":[0.00037735002,0.00007153542,0.0000060016596,0.00063275895,0.0000036015167,0.000012603301,0.0000027510393,0.34551468,0.000011920093,0.5139326,0.13866623,0.00076796446],"about_ca_topic_score_codex":0.0000023142009,"about_ca_topic_score_gemma":0.000084514126,"teacher_disagreement_score":0.28826416,"about_ca_system_score_codex":0.0003524097,"about_ca_system_score_gemma":0.0000803389,"threshold_uncertainty_score":0.99946916},"labels":[],"label_agreement":null},{"id":"W1501727541","doi":"10.1016/s0065-2458(00)80019-4","title":"The games computers (and people) play","year":2000,"lang":"en","type":"book-chapter","venue":"Advances in computers","topic":"Artificial Intelligence in Games","field":"Computer Science","cited_by":54,"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 Alberta","funders":"","keywords":"Successor cardinal; Bridge (graph theory); Computer science; Multimedia; Human–computer interaction; Mathematics","score_opus":0.013660726520574646,"score_gpt":0.2638103586101838,"score_spread":0.25014963208960916,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1501727541","genre_codex":"methods","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00015903672,0.040299233,0.5734339,0.00351057,0.008813155,0.0011154294,0.000013679719,0.0006205999,0.37203443],"genre_scores_gemma":[0.06806398,0.3432742,0.33280203,0.010981613,0.004134331,0.0002574092,0.000064834865,0.000706079,0.23971552],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970909,0.0000621279,0.00072441745,0.0010155861,0.0005121348,0.0005948784],"domain_scores_gemma":[0.99647766,0.001918327,0.00030606176,0.0010885058,0.00006344024,0.00014600765],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00032555146,0.0005602169,0.00056177226,0.00032645717,0.0003149407,0.00046290885,0.002503483,0.00022205422,0.000020952051],"category_scores_gemma":[0.000021860968,0.0004567499,0.00015625483,0.00018458682,0.0005447535,0.0008287272,0.00075279217,0.00065728184,0.00014927766],"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":[0.000008205768,0.00000736802,0.00003764472,0.00001234419,0.000018486242,0.00003862191,0.0006760933,0.0031242503,3.3224475e-7,0.3612975,0.000870257,0.6339089],"study_design_scores_gemma":[0.00010039099,0.00009455316,0.00006903739,0.0003449486,0.00000765938,0.000050577015,0.000018450564,0.03961372,0.000018262355,0.1986508,0.76045597,0.0005756307],"about_ca_topic_score_codex":0.000022091372,"about_ca_topic_score_gemma":0.00038905162,"teacher_disagreement_score":0.75958574,"about_ca_system_score_codex":0.00012016306,"about_ca_system_score_gemma":0.00008386547,"threshold_uncertainty_score":0.9997884},"labels":[],"label_agreement":null},{"id":"W1564596608","doi":"10.1016/s0065-2458(00)80008-x","title":"An empirical review of software process assessments","year":2000,"lang":"en","type":"book-chapter","venue":"Advances in computers","topic":"Software Engineering Research","field":"Computer Science","cited_by":44,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Process (computing); Computer science; Software; Work (physics); Process management; Risk analysis (engineering); Software engineering; Management science; Engineering; Business","score_opus":0.026940248686243985,"score_gpt":0.38518763211246326,"score_spread":0.35824738342621926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1564596608","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":[0.000049840542,0.10166806,0.87185526,0.00018027452,0.0012944823,0.0009839457,0.000023704453,0.0006621635,0.023282262],"genre_scores_gemma":[0.002665157,0.21985,0.7665577,0.0030120625,0.0005099209,0.00015291787,0.00017001983,0.0002932408,0.0067890007],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99723464,0.000037509155,0.0006149503,0.00082584034,0.0009070942,0.00037996535],"domain_scores_gemma":[0.997675,0.0006054869,0.00021122002,0.0011914663,0.00016491192,0.00015190114],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00034250334,0.00037968595,0.000697156,0.00034611783,0.0000305032,0.00004580246,0.0025039297,0.00017263298,0.00006912216],"category_scores_gemma":[0.00007259384,0.0003844503,0.00012447429,0.00025576382,0.000101355996,0.00093163387,0.0002420711,0.0005895139,0.00003033709],"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":[0.000011672368,0.000120613724,0.0022069956,0.009919677,0.00004505817,0.00020335337,0.00012560513,0.0065722866,3.7943764e-7,0.004559587,0.0012426653,0.9749921],"study_design_scores_gemma":[0.0014657499,0.0017831724,0.002275508,0.11707556,0.000058476493,0.00016832881,0.0000040340747,0.02988454,0.00006210731,0.082345024,0.7614764,0.0034011116],"about_ca_topic_score_codex":0.0000017439403,"about_ca_topic_score_gemma":0.0000017453917,"teacher_disagreement_score":0.971591,"about_ca_system_score_codex":0.00014218816,"about_ca_system_score_gemma":0.000246465,"threshold_uncertainty_score":0.99986076},"labels":[],"label_agreement":null},{"id":"W1579515608","doi":"10.1016/s0065-2458(10)79005-7","title":"The Tools Perspective on Software Reverse Engineering","year":2010,"lang":"en","type":"book-chapter","venue":"Advances in computers","topic":"Software Engineering Research","field":"Computer Science","cited_by":22,"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 Victoria","funders":"","keywords":"Reverse engineering; Computer science; Software engineering; Software; Abstraction; Systems engineering; Engineering","score_opus":0.01267546753794807,"score_gpt":0.26424077124964757,"score_spread":0.2515653037116995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1579515608","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":[0.000032623557,0.006560338,0.9558479,0.0010681412,0.009362566,0.0008861657,0.00001747254,0.0012205578,0.02500424],"genre_scores_gemma":[0.0034478023,0.008493684,0.9115413,0.001240186,0.0025134108,0.00023784382,0.000024996125,0.0005191334,0.07198168],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976766,0.000017456192,0.0003122137,0.00079861254,0.00064998114,0.0005451316],"domain_scores_gemma":[0.99374473,0.004527443,0.000114753566,0.0013370122,0.0001513379,0.00012469968],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00035859895,0.00043768247,0.00034243197,0.0003251834,0.00015481313,0.00029844503,0.002426658,0.00025177692,0.000007928723],"category_scores_gemma":[0.00090106315,0.0003717414,0.00015176617,0.00015695572,0.00012755861,0.00060686684,0.0006094694,0.0018207204,0.00011994802],"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":[0.000014676759,0.000016702597,0.000029445973,0.000053270578,0.000049243157,0.00025673525,0.00034528083,0.026905179,0.000007339117,0.8069858,0.00091689837,0.16441941],"study_design_scores_gemma":[0.00035238962,0.00017248467,0.00018498606,0.00066337304,0.0000050668923,0.000036281544,0.000009240582,0.008400728,0.000072240204,0.022103636,0.96719337,0.00080621307],"about_ca_topic_score_codex":0.0000061085607,"about_ca_topic_score_gemma":0.00001814067,"teacher_disagreement_score":0.96627647,"about_ca_system_score_codex":0.0005317715,"about_ca_system_score_gemma":0.00010817147,"threshold_uncertainty_score":0.99987346},"labels":[],"label_agreement":null},{"id":"W1584563485","doi":"10.1016/s0065-2458(10)80004-x","title":"Empirical Knowledge Discovery by Triangulation in Computer Science","year":2010,"lang":"en","type":"book-chapter","venue":"Advances in computers","topic":"Scientific Computing and Data Management","field":"Decision Sciences","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":"University of Alberta","funders":"","keywords":"Triangulation; Computer science; Data science; Geography; Cartography","score_opus":0.08033445946139789,"score_gpt":0.4117200401719662,"score_spread":0.3313855807105683,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1584563485","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004613807,0.0030097307,0.8225282,0.00079267035,0.025524259,0.0009971308,0.00010348401,0.00014620287,0.14228451],"genre_scores_gemma":[0.36833203,0.0009972722,0.18256505,0.0034605004,0.0044869087,0.000066578024,0.0006455639,0.0003007573,0.43914533],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9938302,0.00009439736,0.0013490218,0.0022444695,0.0019281266,0.00055378035],"domain_scores_gemma":[0.99540514,0.0019953616,0.0005038379,0.0017458075,0.0001941064,0.00015576865],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.006088397,0.0004111725,0.00067744515,0.0019549925,0.00020216241,0.0013337943,0.0029620784,0.00020840977,0.000079179765],"category_scores_gemma":[0.00044419136,0.00034909436,0.00015550722,0.001102802,0.000983767,0.0020366865,0.0016912065,0.0007252715,0.0003073116],"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":[0.00003176234,0.00011734929,0.0014393962,0.000016408154,0.000005629362,0.000036962825,0.000448678,0.006308367,0.000020356705,0.009697006,0.019798616,0.96207947],"study_design_scores_gemma":[0.00070857996,0.00006963137,0.0013620354,0.0002602979,0.000005865328,0.000005791479,0.000016021962,0.07196417,0.000018955438,0.06906002,0.8559591,0.00056951854],"about_ca_topic_score_codex":0.0000117202035,"about_ca_topic_score_gemma":0.00025552665,"teacher_disagreement_score":0.96150994,"about_ca_system_score_codex":0.0002803273,"about_ca_system_score_gemma":0.00022302,"threshold_uncertainty_score":0.9998961},"labels":[],"label_agreement":null},{"id":"W1597111999","doi":"10.1016/s0065-2458(01)80025-5","title":"The virtual university: A State of the art","year":2002,"lang":"en","type":"book-chapter","venue":"Advances in computers","topic":"E-Learning and Knowledge Management","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"State (computer science); Computer science; Visual arts; Art; Programming language","score_opus":0.008283326552257005,"score_gpt":0.19595863581768969,"score_spread":0.1876753092654327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1597111999","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000014801621,0.002413064,0.14346665,0.0013002021,0.0028878525,0.00029756138,0.0000037743598,0.00009141586,0.8495247],"genre_scores_gemma":[0.004061277,0.005415984,0.0038252822,0.00019342579,0.00007539177,0.0000012549551,0.0000012588663,0.000022964907,0.98640317],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988955,0.00006129606,0.00021213341,0.00033800775,0.00028945322,0.00020358776],"domain_scores_gemma":[0.9986044,0.00032632158,0.0002462866,0.0007433168,0.00004813976,0.000031536878],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020071141,0.0001848925,0.00020044319,0.00010567771,0.00015606944,0.000050540522,0.0020482845,0.00004316112,0.0000048868283],"category_scores_gemma":[0.000009003672,0.0001266262,0.00012075105,0.00012737875,0.0003133663,0.0001891899,0.0010834935,0.00033696627,0.00007430308],"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":[0.000004077138,0.000009867297,0.0000121719695,0.000014531127,0.00002628391,0.000020339034,0.00029254693,0.005786757,1.1720233e-7,0.5119503,0.00361816,0.4782648],"study_design_scores_gemma":[0.00015884121,0.000063872314,0.00002174698,0.00021907139,0.00000623844,0.0000020571094,0.000016078577,0.015267979,0.0000025096567,0.009709679,0.9743815,0.00015040772],"about_ca_topic_score_codex":0.0000023145892,"about_ca_topic_score_gemma":0.00006795139,"teacher_disagreement_score":0.9707634,"about_ca_system_score_codex":0.000088292625,"about_ca_system_score_gemma":0.000028673841,"threshold_uncertainty_score":0.51636666},"labels":[],"label_agreement":null},{"id":"W2120437663","doi":"10.1016/s0065-2458(04)63003-8","title":"Characterizing Resource Allocation Heuristics for Heterogeneous Computing Systems","year":2005,"lang":"en","type":"book-chapter","venue":"Advances in computers","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":52,"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; Advanced Micro Devices (Canada)","funders":"Office of Naval Research; Defense Advanced Research Projects Agency; Commission on Higher Education; Colorado State University","keywords":"Heuristics; Computer science; Resource allocation; Distributed computing; Computer network; Operating system","score_opus":0.018477073304923514,"score_gpt":0.2582060105420586,"score_spread":0.2397289372371351,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2120437663","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000024808984,0.008126283,0.9589499,0.00024738166,0.0042402986,0.0010077388,0.00005671682,0.00046008034,0.026886763],"genre_scores_gemma":[0.5673914,0.0031774899,0.33252093,0.004343642,0.0160326,0.00022759892,0.002624138,0.0008397267,0.0728425],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99628234,0.000080953214,0.0012175206,0.001218484,0.0004977595,0.0007029671],"domain_scores_gemma":[0.9968835,0.00078961183,0.0009713141,0.0010089997,0.00018691583,0.0001596617],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00060804165,0.00067333836,0.00091956224,0.0003537681,0.00022465241,0.00046118518,0.0019067776,0.00034853,0.0000014250156],"category_scores_gemma":[0.000028916924,0.00075725414,0.00024805052,0.00012934432,0.000077681616,0.00042876694,0.00046298988,0.00046016477,0.00003720349],"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":[0.000025763711,0.000053041516,0.0000189314,0.0007389184,0.00009391763,0.00008794226,0.0005865671,0.5576717,0.000009663244,0.24717899,0.0021153043,0.19141923],"study_design_scores_gemma":[0.00032655918,0.00008795291,0.0000035208989,0.0010780961,0.000010693216,0.00008410091,0.0000038780963,0.40488493,0.0000045010884,0.0009479843,0.5920349,0.0005329068],"about_ca_topic_score_codex":0.0000061601713,"about_ca_topic_score_gemma":0.0000061185115,"teacher_disagreement_score":0.626429,"about_ca_system_score_codex":0.00039233352,"about_ca_system_score_gemma":0.00009553247,"threshold_uncertainty_score":0.9994878},"labels":[],"label_agreement":null},{"id":"W2394617872","doi":"10.1016/b978-0-12-408094-2.00005-9","title":"Test Cost-Effectiveness and Defect Density: A Case Study on the Android Platform","year":2013,"lang":"en","type":"book-chapter","venue":"Advances in computers","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":10,"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 Calgary","funders":"Orta Doğu Teknik Üniversitesi","keywords":"Android (operating system); Code coverage; Computer science; Replicate; Engineering; Embedded system; Operating system; Software; Statistics; Mathematics","score_opus":0.04311971506019773,"score_gpt":0.2986792452720685,"score_spread":0.2555595302118708,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2394617872","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":[0.11957901,0.0074751475,0.75936586,0.00047988482,0.0040990636,0.016938,0.0000260538,0.017514441,0.07452256],"genre_scores_gemma":[0.9758385,0.00019354129,0.02239064,0.0005990049,0.00010859527,0.0002635629,0.0000021549918,0.00006294041,0.00054105476],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9982603,0.00007478671,0.0002861212,0.00079370715,0.0002932496,0.0002918128],"domain_scores_gemma":[0.99103594,0.0076719415,0.00019798095,0.0009325804,0.00008179391,0.00007974585],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006287504,0.0004361218,0.0004613935,0.00023514165,0.0002112365,0.0002366473,0.00072984287,0.00012967171,0.0000018198671],"category_scores_gemma":[0.00018329325,0.00031964068,0.00008039941,0.00011221887,0.000148581,0.0004003506,0.00060467643,0.00055736443,0.000019761157],"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":[0.000018403922,0.0002215197,0.008981132,0.00010400728,0.000075908094,0.008057377,0.0011001811,0.000186683,0.0000011094519,0.030715844,0.001744287,0.94879353],"study_design_scores_gemma":[0.0043253643,0.009217306,0.009344531,0.0066459845,0.00018424311,0.023446552,0.00016971305,0.053637296,0.00012842439,0.863348,0.024830772,0.0047218315],"about_ca_topic_score_codex":0.000093089606,"about_ca_topic_score_gemma":0.00007914969,"teacher_disagreement_score":0.9440717,"about_ca_system_score_codex":0.00012453026,"about_ca_system_score_gemma":0.000038766175,"threshold_uncertainty_score":0.99992555},"labels":[],"label_agreement":null},{"id":"W2397104696","doi":"10.1016/bs.adcom.2014.12.003","title":"Advances in Testing JavaScript-Based Web Applications","year":2015,"lang":"en","type":"book-chapter","venue":"Advances in computers","topic":"Software Testing and Debugging Techniques","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":"University of British Columbia","funders":"","keywords":"Unobtrusive JavaScript; JavaScript; Computer science; Scripting language; Web application; Programming language; Oracle; Unit testing; Test script; Web testing; Software engineering; Rich Internet application; World Wide Web; Dynamic web page; Test case; Web development; Web service; Web application security; Software","score_opus":0.04193320955251735,"score_gpt":0.2981805410131842,"score_spread":0.25624733146066686,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2397104696","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":[0.0000014594153,0.0247,0.8143862,0.00014851957,0.00071606546,0.0005862633,0.000009496129,0.0052386154,0.15421341],"genre_scores_gemma":[0.0033104713,0.0011231817,0.99272096,0.0006173708,0.00024054728,0.00024078958,0.000026910639,0.00007887801,0.0016409046],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99727416,0.000046574598,0.00066959707,0.0010419484,0.0004969422,0.00047075946],"domain_scores_gemma":[0.9967842,0.0013517984,0.0004046192,0.0011167342,0.00020883651,0.00013380013],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005415065,0.00049316965,0.000576487,0.00071596866,0.000081662736,0.00011350665,0.0018531994,0.0002195751,0.0000027824767],"category_scores_gemma":[0.00019226849,0.000533045,0.00009039533,0.00046523256,0.00016725743,0.00092350494,0.00040394734,0.0006242363,0.000035128713],"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":[0.0000051924267,0.000050252995,0.0011132187,0.000135471,0.0000036834183,0.00008101441,0.000053041877,0.011918105,0.0000012746895,0.047304,0.0027224713,0.93661225],"study_design_scores_gemma":[0.00038059358,0.000111680594,0.000020042751,0.0013400294,0.000005002103,0.000019771116,0.0000010802922,0.1111487,0.000004719195,0.36072764,0.5255998,0.0006409776],"about_ca_topic_score_codex":0.000019757746,"about_ca_topic_score_gemma":0.00008023482,"teacher_disagreement_score":0.9359713,"about_ca_system_score_codex":0.00033439358,"about_ca_system_score_gemma":0.00034743312,"threshold_uncertainty_score":0.9997121},"labels":[],"label_agreement":null},{"id":"W2397351127","doi":"10.1016/b978-0-12-800161-5.00004-9","title":"Multiobjective Optimization for Software Refactoring and Evolution","year":2014,"lang":"en","type":"book-chapter","venue":"Advances in computers","topic":"Software Engineering Research","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Code refactoring; Computer science; Process (computing); Software maintenance; Identification (biology); Software; Software engineering; Automation; Code (set theory); Adaptation (eye); Programming language; Software system; Engineering","score_opus":0.012424789861069601,"score_gpt":0.26298334516133953,"score_spread":0.25055855530026994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2397351127","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":[0.000013642347,0.0019998902,0.9954967,0.00002713582,0.0011526524,0.00043332519,0.0000057882835,0.0002777877,0.0005930896],"genre_scores_gemma":[0.007399947,0.00055271876,0.9886734,0.00003626896,0.00026232935,0.00006113061,0.000020895217,0.000061361665,0.0029319297],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99859905,0.00001511103,0.00023772856,0.0006275346,0.0002468126,0.0002737331],"domain_scores_gemma":[0.9977451,0.0015455099,0.000118145086,0.00038809507,0.00013213645,0.00007102001],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021250597,0.00024951497,0.00028086046,0.00035359798,0.00007298242,0.00008189269,0.0004872716,0.00016366279,0.0000015177529],"category_scores_gemma":[0.00028765944,0.00027896167,0.000055448836,0.0000749753,0.000054863394,0.0005086501,0.00026710398,0.0002575882,0.0000029834162],"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":[0.000014018287,0.0000074425975,0.0007031667,0.00027083114,0.000023447083,0.0000063480675,0.00019156879,0.65464765,0.0000013642191,0.08410264,0.00008528245,0.25994623],"study_design_scores_gemma":[0.00084276556,0.0002275895,0.0008079874,0.0008110071,0.000008462851,0.000013015867,0.0000025612162,0.9411474,0.000015335929,0.019936372,0.03548836,0.00069914304],"about_ca_topic_score_codex":0.000004269525,"about_ca_topic_score_gemma":0.0000058207497,"teacher_disagreement_score":0.28649974,"about_ca_system_score_codex":0.00036045158,"about_ca_system_score_gemma":0.000047070836,"threshold_uncertainty_score":0.99996626},"labels":[],"label_agreement":null},{"id":"W2546974490","doi":"10.1016/bs.adcom.2017.09.003","title":"Optimizing the Symbolic Execution of Evolving Rhapsody Statecharts","year":2017,"lang":"en","type":"book-chapter","venue":"Advances in computers","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Programming language; Symbolic execution; The Symbolic; Psychology; Software; Psychoanalysis","score_opus":0.019843225956895267,"score_gpt":0.2774101269308896,"score_spread":0.2575669009739944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2546974490","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":[0.000010434738,0.008272738,0.8968671,0.00022002541,0.0014409343,0.00036779506,0.0000053513845,0.0023650227,0.09045063],"genre_scores_gemma":[0.07776401,0.004179913,0.90934503,0.00038988312,0.00031946984,0.000045136592,0.000015441974,0.00009938163,0.007841745],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9982968,0.0000337819,0.0004542064,0.0005498014,0.0003682376,0.0002971627],"domain_scores_gemma":[0.9969866,0.00065672945,0.0006879968,0.0014932113,0.0001278483,0.00004756833],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00047704068,0.00032316768,0.00044442795,0.00026224385,0.00020512573,0.00015729459,0.0022802877,0.0001495089,0.000003832326],"category_scores_gemma":[0.00011146105,0.00026783254,0.00012682608,0.00004844945,0.00023037256,0.0007081756,0.0007256304,0.00043367024,0.0000061997107],"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":[0.000011086118,0.000038278544,0.00014935617,0.00024701378,0.000053545158,0.0001256245,0.0021249785,0.0037927916,0.000015809646,0.21018547,0.009692369,0.7735637],"study_design_scores_gemma":[0.0003583499,0.00022175357,0.00011926648,0.004950727,0.000026124351,0.0000766549,0.000004963981,0.15287855,0.00020534213,0.7574133,0.08280583,0.00093909184],"about_ca_topic_score_codex":0.000034666307,"about_ca_topic_score_gemma":0.000011259461,"teacher_disagreement_score":0.7726246,"about_ca_system_score_codex":0.000096772616,"about_ca_system_score_gemma":0.00007668269,"threshold_uncertainty_score":0.9999774},"labels":[],"label_agreement":null},{"id":"W2745889259","doi":"10.1016/b978-0-12-385514-5.00006-9","title":"Online Advertising","year":2011,"lang":"en","type":"book-chapter","venue":"Advances in computers","topic":"Consumer Market Behavior and Pricing","field":"Business, Management and Accounting","cited_by":13,"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":"Advertising; Online advertising; Native advertising; Advertising research; Search advertising; Key (lock); Social media; Computer science; Advertising campaign; Internet privacy; Business; The Internet; World Wide Web; Computer security","score_opus":0.024132447984899757,"score_gpt":0.24883747847403967,"score_spread":0.22470503048913992,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2745889259","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005334822,0.0059173964,0.0020832934,0.0000848767,0.0030101065,0.00025444455,0.0000060552347,0.00019742186,0.9879129],"genre_scores_gemma":[0.3240975,0.025703548,0.030469403,0.026868002,0.02311638,0.00007680848,0.0019359089,0.0017919311,0.5659405],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987325,0.0000031397938,0.00038218228,0.00042514486,0.00018925431,0.00026778877],"domain_scores_gemma":[0.99928147,0.00007094638,0.00027016987,0.00030717364,0.00005867533,0.000011540231],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00011707917,0.00033886224,0.0003758995,0.000447845,0.00006647242,0.00007841303,0.00037013282,0.00013265637,0.00049933465],"category_scores_gemma":[0.00001090982,0.00035817677,0.00012086792,0.000079400525,0.000072943876,0.0010020357,0.00031544044,0.00036750792,0.00015837929],"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":[0.000028069138,0.000037541613,0.0035405057,0.00021230668,0.000015906378,0.00011995333,0.000023530076,0.00005518526,0.0000016655872,0.038346212,0.0006999595,0.95691913],"study_design_scores_gemma":[0.00029078024,0.000005593126,0.001958852,0.00083230494,0.00006300595,0.0000039777933,0.0000051049315,0.00037993432,5.738475e-7,0.02588558,0.9700708,0.00050352106],"about_ca_topic_score_codex":0.00012074949,"about_ca_topic_score_gemma":0.0005159377,"teacher_disagreement_score":0.9693708,"about_ca_system_score_codex":0.000040065614,"about_ca_system_score_gemma":0.000014579116,"threshold_uncertainty_score":0.99988705},"labels":[],"label_agreement":null},{"id":"W2747184587","doi":"10.1016/bs.adcom.2017.06.002","title":"Testing the Control-Flow, Data-Flow, and Time Aspects of Communication Systems: A Survey","year":2017,"lang":"en","type":"book-chapter","venue":"Advances in computers","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":20,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke; Concordia University","funders":"","keywords":"Extended finite-state machine; Computer science; Conformance testing; Finite-state machine; Standardization; Data flow diagram; Software; Deterministic finite automaton; Database; Programming language; Operating system","score_opus":0.05862950462809106,"score_gpt":0.29601633582158937,"score_spread":0.23738683119349832,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2747184587","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":[0.000015807353,0.036302965,0.86966515,0.00041354293,0.0011259655,0.001258788,0.000280067,0.0032459663,0.08769173],"genre_scores_gemma":[0.10465187,0.0019968725,0.89036626,0.00033972747,0.00023921928,0.00004138477,0.0002764362,0.00011117842,0.0019770814],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981174,0.00021966237,0.0005106474,0.0006159828,0.00031351205,0.00022281373],"domain_scores_gemma":[0.98826504,0.0068295305,0.00086783565,0.0037746562,0.0002140061,0.000048951293],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0020616944,0.000302969,0.0005826429,0.00014588133,0.00022700847,0.0002616249,0.004382195,0.00013704189,7.23328e-7],"category_scores_gemma":[0.001007807,0.00024584774,0.0000351747,0.00006024609,0.00037072896,0.00069437583,0.0016790879,0.0003963892,0.0000056437593],"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":[0.000037864906,0.00006865212,0.0036549924,0.000359603,0.00018009401,0.00008111726,0.0004763133,0.01274713,0.0000037715315,0.0852486,0.014911215,0.88223064],"study_design_scores_gemma":[0.0003140483,0.000096268224,0.0012056183,0.0022838195,0.000020099891,0.000056565907,5.489009e-7,0.90350765,5.975947e-7,0.08190032,0.0102616185,0.00035286008],"about_ca_topic_score_codex":0.0003250851,"about_ca_topic_score_gemma":0.00007191107,"teacher_disagreement_score":0.8907605,"about_ca_system_score_codex":0.000046818473,"about_ca_system_score_gemma":0.00010471185,"threshold_uncertainty_score":0.9999994},"labels":[],"label_agreement":null},{"id":"W2790194976","doi":"10.1016/bs.adcom.2018.01.001","title":"Model-Based Test Cases Reuse and Optimization","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in computers","topic":"Software Testing and Debugging Techniques","field":"Computer Science","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":"Concordia University","funders":"","keywords":"Reuse; Reusability; Computer science; Redundancy (engineering); Test case; Reliability engineering; Model-based testing; Test (biology); Regression testing; Test Management Approach; Engineering; Machine learning; Software; Programming language; Software development; Software construction","score_opus":0.026656270361618307,"score_gpt":0.2734850027060155,"score_spread":0.2468287323443972,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2790194976","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":[0.0000061022906,0.0013955646,0.98802763,0.00015128603,0.00030186557,0.00016646484,0.0000071130885,0.0031582152,0.0067857653],"genre_scores_gemma":[0.0018372093,0.00047351507,0.99528563,0.00059848925,0.000088423076,0.000010898044,0.000012082549,0.000035538338,0.0016581927],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986219,0.000014311327,0.00029117614,0.00064858445,0.00020883491,0.00021518981],"domain_scores_gemma":[0.99749225,0.0011438475,0.0002019495,0.0009857265,0.00010322719,0.000073013165],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001629083,0.00030297096,0.00029276375,0.00029177518,0.000082157014,0.00011874645,0.0009754077,0.00015901568,0.000004394045],"category_scores_gemma":[0.00028876704,0.00031346138,0.000045492794,0.000081529324,0.00017655439,0.00044147437,0.00047060938,0.00020324193,0.000005269451],"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":[0.00001552469,0.000071282004,0.000448973,0.000197474,0.0000134835645,0.00031679566,0.00033506934,0.80175304,8.957081e-7,0.017100409,0.024832446,0.1549146],"study_design_scores_gemma":[0.00014189411,0.00016418169,0.0000022161732,0.0005921763,0.0000051837355,0.00003533555,1.5565213e-7,0.881283,0.00000722121,0.111667074,0.0057761297,0.0003254441],"about_ca_topic_score_codex":0.0000056005238,"about_ca_topic_score_gemma":0.0000075238418,"teacher_disagreement_score":0.15458916,"about_ca_system_score_codex":0.000075685966,"about_ca_system_score_gemma":0.00008160581,"threshold_uncertainty_score":0.99993175},"labels":[],"label_agreement":null},{"id":"W2906640661","doi":"10.1016/bs.adcom.2018.10.005","title":"Three Open Problems in the Context of E2E Web Testing and a Vision: NEONATE","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in computers","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":31,"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 British Columbia","funders":"","keywords":"Automation; Computer science; Web testing; Cohesion (chemistry); Web application; Software engineering; Context (archaeology); Web standards; Quality (philosophy); Web modeling; Data science; Web service; Web development; World Wide Web; Web application security; Engineering","score_opus":0.040664011614605776,"score_gpt":0.30901489416049815,"score_spread":0.2683508825458924,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2906640661","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":[0.0011059532,0.022337439,0.75989467,0.00207676,0.0023230077,0.0051969667,0.00002884222,0.004422945,0.20261343],"genre_scores_gemma":[0.06621944,0.00058207475,0.9309294,0.0014518374,0.00014919916,0.00007415156,0.0000044247763,0.000055056367,0.0005344102],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9983085,0.000044097134,0.0004963972,0.00062257267,0.00028486375,0.00024359471],"domain_scores_gemma":[0.9965216,0.0021875552,0.0003785043,0.0007668947,0.0001084986,0.000036984686],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009025972,0.0002869804,0.000453883,0.0002290269,0.00006958922,0.00019889927,0.002656232,0.00012058381,0.0000028018574],"category_scores_gemma":[0.0001421423,0.00022056291,0.000040217932,0.0002050737,0.00028154388,0.0005656326,0.0014263183,0.00035305644,0.0000034795883],"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":[0.000009327706,0.000037511614,0.002554906,0.00016467829,0.000011373734,0.000070062655,0.0015520067,0.00013454031,0.0000024008039,0.036487617,0.0048542866,0.9541213],"study_design_scores_gemma":[0.000564435,0.0006289296,0.0004663859,0.0047241296,0.0000062716044,0.00010167227,0.0000075483385,0.06826795,0.0000044974236,0.88706356,0.03769666,0.00046794972],"about_ca_topic_score_codex":0.00018277734,"about_ca_topic_score_gemma":0.00041865042,"teacher_disagreement_score":0.95365334,"about_ca_system_score_codex":0.00004050509,"about_ca_system_score_gemma":0.0000834636,"threshold_uncertainty_score":0.8994295},"labels":[],"label_agreement":null},{"id":"W306569659","doi":"10.1016/b978-0-12-800160-8.00002-4","title":"Automated Extraction of GUI Models for Testing","year":2014,"lang":"en","type":"book-chapter","venue":"Advances in computers","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":18,"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":"Computer science; Graphical user interface; Software engineering; Process (computing); Graphical user interface testing; Domain (mathematical analysis); Model-based testing; Process modeling; Software; Data mining; User interface; Test case; Machine learning; Programming language; Work in process; User interface design; Engineering","score_opus":0.044030852554028777,"score_gpt":0.3119502890067512,"score_spread":0.2679194364527224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W306569659","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":[0.0000033777023,0.0007279704,0.9665978,0.000035116616,0.0007368164,0.0002977635,0.0000047672315,0.008356263,0.02324011],"genre_scores_gemma":[0.0070624338,0.00007393746,0.9912059,0.00011870433,0.00010566066,0.000027079774,0.000009390742,0.000039309005,0.0013576112],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99844384,0.000018829665,0.0005241199,0.0005425927,0.00023055874,0.00024006599],"domain_scores_gemma":[0.99645835,0.0021275338,0.0005440027,0.0006126205,0.00021253996,0.00004492533],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003647704,0.0002792831,0.00044595462,0.00031513683,0.00005431818,0.000042911335,0.0008609435,0.00017928779,5.371918e-7],"category_scores_gemma":[0.00018552394,0.00029583694,0.000099963705,0.00010309065,0.00006781118,0.0004228853,0.0001970288,0.00019945292,0.000002084194],"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":[0.000009523179,0.000023031234,0.000041813968,0.0003375022,0.000017749988,0.000011718233,0.00009956424,0.07192902,0.000014941258,0.2164632,0.006158631,0.7048933],"study_design_scores_gemma":[0.000117695214,0.00011075093,0.00000469125,0.00076839054,0.0000048652832,0.000015426456,1.2992002e-7,0.6326748,0.00002759286,0.35742852,0.008643383,0.00020372882],"about_ca_topic_score_codex":0.00001437488,"about_ca_topic_score_gemma":0.0000032422654,"teacher_disagreement_score":0.70468956,"about_ca_system_score_codex":0.0000800966,"about_ca_system_score_gemma":0.000059951944,"threshold_uncertainty_score":0.9999494},"labels":[],"label_agreement":null},{"id":"W4210456298","doi":"10.1016/bs.adcom.2021.11.013","title":"Power-gating in NoCs","year":2022,"lang":"en","type":"book-chapter","venue":"Advances in computers","topic":"Interconnection Networks and Systems","field":"Computer Science","cited_by":5,"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":"Alfred P. Sloan Foundation","keywords":"Power gating; Computer science; Provisioning; Pace; Embedded system; Network on a chip; Chip; Power (physics); Power consumption; Gating; Power budget; Computer network; Computer architecture; Telecommunications; Engineering; Electrical engineering; Transistor; Switched-mode power supply","score_opus":0.010897071500097612,"score_gpt":0.24206328616661435,"score_spread":0.23116621466651674,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210456298","genre_codex":"other","genre_gemma":"empirical","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":[0.00004367918,0.004607526,0.21535814,0.0002692828,0.01038016,0.00036672386,0.000004274053,0.00016666585,0.76880354],"genre_scores_gemma":[0.51484585,0.009440073,0.18842328,0.010697269,0.0036543196,0.00047407273,0.00012267058,0.00061487796,0.2717276],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979134,0.00006347999,0.0006306318,0.0006981347,0.00035436705,0.0003399564],"domain_scores_gemma":[0.9987422,0.0003139281,0.00029376897,0.0005662987,0.00003259579,0.000051169973],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00040506077,0.00029925298,0.00045417703,0.0004141367,0.000083509054,0.0000946227,0.0011870785,0.00012941533,0.00013492953],"category_scores_gemma":[0.000009387466,0.00032979387,0.00012328103,0.00016946941,0.000038131227,0.0006905006,0.00060846045,0.0007180194,0.000031338986],"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":[0.000005722291,0.000016982696,0.000116559575,0.000038552647,0.000011558038,0.00026634906,0.0007309358,0.04839695,7.23973e-7,0.873593,0.00085175276,0.07597095],"study_design_scores_gemma":[0.00031837012,0.00012393788,0.000022698356,0.0004934803,0.0000011519134,0.000053288106,0.000024647532,0.07341297,0.000001160732,0.020454042,0.9046258,0.00046846285],"about_ca_topic_score_codex":0.00002709675,"about_ca_topic_score_gemma":0.00015588039,"teacher_disagreement_score":0.903774,"about_ca_system_score_codex":0.0003345603,"about_ca_system_score_gemma":0.000050680024,"threshold_uncertainty_score":0.9999154},"labels":[],"label_agreement":null},{"id":"W4377082039","doi":"10.1016/bs.adcom.2023.04.004","title":"A realtime fingerprint liveness detection method for fingerprint authentication systems","year":2023,"lang":"en","type":"book-chapter","venue":"Advances in computers","topic":"Biometric Identification and Security","field":"Computer Science","cited_by":3,"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 Windsor","funders":"","keywords":"Liveness; Fingerprint (computing); Computer science; Authentication (law); Artificial intelligence; Feature (linguistics); Fingerprint recognition; Local binary patterns; Pattern recognition (psychology); Computer vision; Binary number; Feature extraction; Spoofing attack; Computer security; Image (mathematics); Mathematics","score_opus":0.03196692965208851,"score_gpt":0.31206979892920833,"score_spread":0.2801028692771198,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4377082039","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":[0.00000528019,0.0011644235,0.988423,0.00020617811,0.0058117183,0.0009042344,0.000019466537,0.0003869106,0.003078775],"genre_scores_gemma":[0.027051851,0.0049921395,0.8476079,0.0004459543,0.0012108753,0.0012233629,0.00025797912,0.00029368114,0.11691623],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99750876,0.00008294496,0.0006988863,0.0009899077,0.00039774078,0.00032174264],"domain_scores_gemma":[0.9973,0.0009598186,0.00053865276,0.0008848556,0.00022503534,0.0000916178],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011542039,0.0003166063,0.00046391672,0.0011052815,0.00014025057,0.00025851358,0.0010949966,0.00028315213,0.000002895742],"category_scores_gemma":[0.00009144123,0.0003492211,0.00018413182,0.0004692441,0.000050964834,0.00041411186,0.00033234016,0.00030602058,0.00009473202],"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":[0.000012133303,0.000028055083,0.0000021166168,0.00037740215,0.00003465355,0.000009363886,0.0004150597,0.0030234542,0.000042992113,0.39992872,0.00010677469,0.59601927],"study_design_scores_gemma":[0.00031996312,0.00007633829,0.00011491793,0.00046873846,0.000020016221,0.00001841423,0.000011035,0.7105277,0.000138155,0.050369974,0.23741603,0.0005187198],"about_ca_topic_score_codex":0.000060394257,"about_ca_topic_score_gemma":0.0000552512,"teacher_disagreement_score":0.7075043,"about_ca_system_score_codex":0.0003389233,"about_ca_system_score_gemma":0.00008476207,"threshold_uncertainty_score":0.999896},"labels":[],"label_agreement":null},{"id":"W4392565725","doi":"10.1016/bs.adcom.2023.11.009","title":"Discovering the characteristic set of metaheuristic algorithm to adapt with ANFIS model","year":2024,"lang":"en","type":"book-chapter","venue":"Advances in computers","topic":"Fuzzy Logic and Control Systems","field":"Computer Science","cited_by":0,"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 British Columbia","funders":"","keywords":"Adaptive neuro fuzzy inference system; Metaheuristic; Computer science; Artificial intelligence; Machine learning; Artificial neural network; Algorithm; Parallel metaheuristic; Mathematical optimization; Fuzzy logic; Mathematics; Meta-optimization; Fuzzy control system","score_opus":0.012580430878203222,"score_gpt":0.23020217005945937,"score_spread":0.21762173918125616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392565725","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000012164154,0.004302914,0.93640816,0.0005432128,0.001222429,0.00051479496,0.00007496839,0.000095179465,0.056826185],"genre_scores_gemma":[0.43055993,0.0030339467,0.42175925,0.0026650308,0.0021359287,0.00046945616,0.00008656032,0.00040670254,0.1388832],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978948,0.000024796569,0.0005244595,0.00073567015,0.0004953164,0.0003249143],"domain_scores_gemma":[0.9984533,0.00027092895,0.00025264014,0.0008676698,0.00006559785,0.000089832516],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00022759824,0.00042117288,0.00068314956,0.00020438603,0.00005516157,0.00013800428,0.001523145,0.000091411195,0.0000014441289],"category_scores_gemma":[0.0000071992135,0.00027122066,0.00013302217,0.00015912227,0.000111914036,0.00036738245,0.00052710914,0.0003622734,0.000030509207],"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":[0.000029351568,0.000013486749,0.0000043248,0.00026521637,0.00015209506,0.000181575,0.0010675207,0.18380645,0.000005803311,0.6449952,0.00026577892,0.16921318],"study_design_scores_gemma":[0.00026811563,0.00027563717,0.0000135323635,0.0013876442,0.00006122128,0.000055361972,0.000020683503,0.844635,0.0000035532141,0.09926509,0.053440213,0.0005739541],"about_ca_topic_score_codex":0.000023289113,"about_ca_topic_score_gemma":0.00003141536,"teacher_disagreement_score":0.66082853,"about_ca_system_score_codex":0.00009814672,"about_ca_system_score_gemma":0.000090830166,"threshold_uncertainty_score":0.999974},"labels":[],"label_agreement":null}]}