{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":10,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":10,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"2055c5b63651","filters":{"venue":"Encyclopedia of Software Engineering"}},"results":[{"id":"W2158949715","doi":"10.1002/0471028959.sof282","title":"Resource Estimation in Software Engineering","year":2002,"lang":"en","type":"other","venue":"Encyclopedia of Software Engineering","topic":"Software Engineering Research","field":"Computer Science","cited_by":146,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Estimation; Computer science; Resource (disambiguation); Sizing; Software; Cost estimate; Management science; Operations research; Data science; Software engineering; Industrial engineering; Data mining; Systems engineering; Engineering","authors":[{"name":"Lionel Briand","is_ca":true},{"name":"Isabella Wieczorek","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007205205658071253,"gpt":0.2141344382099999,"spread":0.2069292325519286,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02634492,0.001798306,0.001651024,0.01054319,0.001041471,0.006162505,0.002093649,0.001475243,0.00403723],"category_scores_gemma":[0.1094899,0.0006267008,0.001321975,0.01024301,0.002651355,0.007329853,0.003947677,0.00173856,0.0007194185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005064934,"about_ca_system_score_gemma":0.003982605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008311808,"about_ca_topic_score_gemma":0.004529159,"domain_scores_codex":[0.9506493,0.0318294,0.002323214,0.002449982,0.01197618,0.0007720004],"domain_scores_gemma":[0.9188402,0.05785224,0.005589105,0.004961076,0.01217701,0.0005802648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008867191,0.0001106868,0.008297511,0.001608196,0.0002117128,0.00008012214,0.0008220794,0.1324188,0.0007192779,0.2277388,0.006028195,0.6218759],"study_design_scores_gemma":[0.00003414252,0.0003169939,0.01121078,0.003425069,0.000218362,0.0001669413,0.001283549,0.4797496,0.004724563,0.4397991,0.05887646,0.0001945147],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01547608,0.01270228,0.94131,0.001822415,0.000228377,0.0003374403,0.0003130971,0.0006820211,0.02712824],"genre_scores_gemma":[0.4848668,0.008915599,0.497962,0.00044051,0.0003166683,0.0008119285,0.0007896093,0.0003838845,0.005512985],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02634492,"threshold_uncertainty_score":0.1393269,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4231171191","doi":"10.1002/0471028959.sof110","title":"Experience Factory","year":2002,"lang":"en","type":"other","venue":"Encyclopedia of Software Engineering","topic":"Software Engineering Research","field":"Computer Science","cited_by":35,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"PricewaterhouseCoopers (Canada)","funders":"","keywords":"Factory (object-oriented programming); Reuse; Quality (philosophy); Process management; Product (mathematics); Product lifecycle; Computer science; Engineering management; Knowledge management; New product development; Engineering; Manufacturing engineering; Operations management; Business; Marketing; Waste management","authors":[{"name":"Victor R. Basili","is_ca":false},{"name":"Gianluigi Caldiera","is_ca":true},{"name":"H. Dieter Rombach","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0110017541705375,"gpt":0.22699145970655,"spread":0.2159897055360125,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00276166,0.0008823773,0.0005170556,0.001594477,0.001370053,0.007933133,0.002672706,0.001324943,0.07696751],"category_scores_gemma":[0.008366928,0.0006154546,0.0009053189,0.001099187,0.001506117,0.007324897,0.007347526,0.001916643,0.0261724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001878152,"about_ca_system_score_gemma":0.003935424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003212635,"about_ca_topic_score_gemma":0.001779754,"domain_scores_codex":[0.9964584,0.001015304,0.0002583117,0.000652109,0.001071538,0.0005443236],"domain_scores_gemma":[0.9927853,0.001065765,0.0003961686,0.003249911,0.001465704,0.00103714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004515535,0.0005205772,0.004166075,0.0004203883,0.00004034313,0.0009394315,0.006581102,0.002176847,0.003811732,0.290711,0.1576672,0.5325137],"study_design_scores_gemma":[0.00004720116,0.0001353056,0.00135544,0.0001583475,0.00001983882,0.0006618235,0.00115923,0.002359296,0.002629363,0.0207634,0.9706613,0.00004945766],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01987098,0.0007120107,0.308287,0.00355923,0.0006072702,0.0009264283,0.002399338,0.01971227,0.6439255],"genre_scores_gemma":[0.2812179,0.001807821,0.2323287,0.002493448,0.0003907683,0.001496978,0.00988441,0.005450207,0.4649298],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07696751,"threshold_uncertainty_score":0.257482,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1505071164","doi":"10.1002/0471028959.sof312","title":"Software Engineering Body of Knowledge Project","year":2002,"lang":"en","type":"other","venue":"Encyclopedia of Software Engineering","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université du Québec à Montréal; École de Technologie Supérieure","funders":"","keywords":"Software engineering; Social software engineering; Body of knowledge; Software; Software project management; Software Engineering Process Group; Computer science; Engineering management; Software development; Engineering; Software construction; Knowledge management","authors":[{"name":"James W. Moore","is_ca":false},{"name":"Pierre Bourque","is_ca":true},{"name":"Robert Dupuis","is_ca":true},{"name":"Alain Abran","is_ca":true},{"name":"Leonard L. Tripp","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01027495152981149,"gpt":0.2343612599473626,"spread":0.2240863084175511,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01835067,0.0004091649,0.0006021231,0.004868261,0.003619766,0.009456323,0.002694036,0.001881066,0.04328844],"category_scores_gemma":[0.03325263,0.0004424643,0.0004074651,0.00503154,0.001917964,0.004487788,0.008837287,0.002033793,0.02502469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01023494,"about_ca_system_score_gemma":0.04722244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0223243,"about_ca_topic_score_gemma":0.02136196,"domain_scores_codex":[0.9837025,0.004172604,0.0006162919,0.00103057,0.009035775,0.001442336],"domain_scores_gemma":[0.9442632,0.005374226,0.001666874,0.005323448,0.02978526,0.01358693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009535729,0.0004763944,0.002421167,0.0003248169,0.000009846886,0.0001161699,0.002703188,0.0003062153,0.0005952799,0.05709596,0.5383189,0.3975366],"study_design_scores_gemma":[0.00004417206,0.00006140549,0.002874067,0.0004194187,0.000007130709,0.0001127184,0.002005891,0.0004954796,0.0007078559,0.007935419,0.9853175,0.00001892656],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02448711,0.001838132,0.03371105,0.02951581,0.001141069,0.004221304,0.01398819,0.005661586,0.8854358],"genre_scores_gemma":[0.1124751,0.003106578,0.09156845,0.004991994,0.0002109604,0.005672045,0.0508835,0.002240219,0.7288512],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04328844,"threshold_uncertainty_score":0.1448143,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1508017798","doi":"10.1002/0471028959.sof325","title":"Software Productivity Center Inc.","year":2002,"lang":"en","type":"other","venue":"Encyclopedia of Software Engineering","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Standardization; Productivity; Business; Best practice; Situated; Software; Process management; Process (computing); Engineering management; Operations management; Marketing; Engineering; Knowledge management; Computer science; Management","authors":[{"name":"Wolfgang Strigel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008162547148052564,"gpt":0.2118271386514353,"spread":0.2036645915033827,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001206586,0.001610623,0.0005908087,0.00389676,0.001571996,0.006272583,0.001205428,0.00128731,0.4351444],"category_scores_gemma":[0.004108622,0.0006177983,0.0003552137,0.004472503,0.000364106,0.00360603,0.002162335,0.001815119,0.378581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001992712,"about_ca_system_score_gemma":0.003181186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005026332,"about_ca_topic_score_gemma":0.006358643,"domain_scores_codex":[0.9981354,0.0001253658,0.0001242496,0.0004104976,0.001064686,0.0001397591],"domain_scores_gemma":[0.9952566,0.0004225153,0.0002422093,0.0005997501,0.002632356,0.0008465918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005776516,0.0001160115,0.0006498881,0.0001938752,0.000004821093,0.00009211832,0.0001602402,0.0001318293,0.001015471,0.01095677,0.5557437,0.4308773],"study_design_scores_gemma":[0.00001443697,0.00002894931,0.0006071393,0.00006901215,0.000004778064,0.0001290466,0.00005800858,0.0003067937,0.000577508,0.001300995,0.9968953,0.000008005721],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002440096,0.002469835,0.01099591,0.003027425,0.0009885808,0.0002077907,0.005152506,0.01333175,0.9613861],"genre_scores_gemma":[0.005342889,0.001590332,0.004076479,0.0004397263,0.0001201553,0.0001058514,0.005280272,0.0009459967,0.9820984],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4351444,"threshold_uncertainty_score":0.8056979,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4255533832","doi":"10.1002/0471028959.sof055","title":"Concept of Operations","year":2002,"lang":"en","type":"other","venue":"Encyclopedia of Software Engineering","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Actua","funders":"","keywords":"Software engineering; Software requirements; Software development; Requirements elicitation; Requirements analysis; Requirement; Software requirements specification; Computer science; Requirements engineering; Software construction; Business requirements; Software system; Social software engineering; Requirements management; User requirements document; Software; System requirements; Software development process; Systems engineering; Engineering; Business process; Operating system; Work in process","authors":[{"name":"Richard H. Thayer","is_ca":false},{"name":"Per Bjorke","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007833748163059857,"gpt":0.2187483931813754,"spread":0.2109146450183156,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004167259,0.001176088,0.0006673132,0.003807189,0.002343672,0.01151859,0.002144041,0.00221247,0.01446996],"category_scores_gemma":[0.004757475,0.0004088123,0.0009632798,0.00298429,0.01512894,0.01207588,0.003912937,0.003873322,0.002672814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003651876,"about_ca_system_score_gemma":0.004150252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002292137,"about_ca_topic_score_gemma":0.0008501937,"domain_scores_codex":[0.9943282,0.002216833,0.0005162642,0.001006872,0.001444769,0.0004871465],"domain_scores_gemma":[0.9955373,0.001576323,0.0005426876,0.0007252283,0.001224776,0.0003937501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000619042,0.000005872094,0.00005606279,0.00002900289,0.000003211088,0.00002609478,0.0002363882,0.0001487617,0.00006674933,0.9919705,0.002123345,0.005327736],"study_design_scores_gemma":[0.00001305564,0.00002985885,0.000163273,0.0001988601,0.000009564135,0.0002783349,0.0005296971,0.001375872,0.0002680113,0.7546166,0.2425003,0.00001660061],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01156141,0.008712134,0.2963518,0.009458069,0.002177054,0.0003858367,0.000795352,0.0005527072,0.6700057],"genre_scores_gemma":[0.5711273,0.01319949,0.2834657,0.005475675,0.003332542,0.002013899,0.001909333,0.0002858786,0.1191901],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01446996,"threshold_uncertainty_score":0.04840684,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1583518931","doi":"10.1002/0471028959.sof376","title":"Engineering Web Applications with Java","year":2002,"lang":"en","type":"other","venue":"Encyclopedia of Software Engineering","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Java; Computer science; Software engineering; Real time Java; Java API for XML-based RPC; Web application; World Wide Web; Operating system; Java annotation","authors":[{"name":"Frank Maurer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008833670458328368,"gpt":0.2107083994446995,"spread":0.2018747289863712,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004946709,0.0004202015,0.0002358934,0.0008601152,0.0003523773,0.002064908,0.000687306,0.0005273847,0.006421649],"category_scores_gemma":[0.002070471,0.0003161565,0.0004964676,0.0006707576,0.0005235159,0.001498021,0.001496018,0.001212978,0.004428143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003022274,"about_ca_system_score_gemma":0.0005332647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005988035,"about_ca_topic_score_gemma":0.0008367985,"domain_scores_codex":[0.9992259,0.0001294661,0.00006200618,0.00009550385,0.0004366832,0.00005038274],"domain_scores_gemma":[0.9995592,0.0001724076,0.00003275845,0.0001053685,0.0001031857,0.00002698731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000310869,0.0001325731,0.00097159,0.0006537127,0.00003987684,0.0006996295,0.0004800572,0.01553087,0.03806377,0.2704198,0.02094257,0.6520345],"study_design_scores_gemma":[0.00002560594,0.00006496594,0.0007921811,0.0003909412,0.00003436624,0.0009708779,0.0001330532,0.05124335,0.03148095,0.1413504,0.7734767,0.00003665209],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.007066152,0.001792362,0.9018904,0.0006243241,0.0003720684,0.0001636121,0.0001176587,0.004882133,0.08309138],"genre_scores_gemma":[0.1059894,0.006940885,0.8012018,0.0007321614,0.0003199243,0.000333209,0.0008868109,0.002359214,0.08123661],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.006421649,"threshold_uncertainty_score":0.02148259,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1602556105","doi":"10.1002/0471028959.sof320","title":"Software Engineering Standards in the Nuclear Power Industry—Safety‐Related Applications","year":2002,"lang":"en","type":"other","venue":"Encyclopedia of Software Engineering","topic":"Software Reliability and Analysis Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Ontario Power Generation","funders":"","keywords":"Nuclear power; Consistency (knowledge bases); Software deployment; Nuclear industry; Safety standards; Engineering; Business; Computer science; Risk analysis (engineering); International trade; Engineering management; Electrical engineering; Software engineering","authors":[{"name":"John Harauz","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004874249613400017,"gpt":0.2211324582079217,"spread":0.2162582085945217,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03842936,0.0006470522,0.0007037058,0.006574008,0.002344459,0.009330552,0.002545629,0.006550492,0.003341668],"category_scores_gemma":[0.05159266,0.0005670286,0.0006780715,0.008874965,0.01009646,0.01213496,0.004931436,0.006868035,0.001426399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005515134,"about_ca_system_score_gemma":0.01174867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008634907,"about_ca_topic_score_gemma":0.005206014,"domain_scores_codex":[0.9640978,0.01763207,0.004181605,0.001689653,0.01131697,0.001081928],"domain_scores_gemma":[0.879311,0.06543353,0.006962751,0.008399334,0.03658497,0.003308456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000144867,0.00009693416,0.002230886,0.0007488424,0.00002200936,0.0002382092,0.002295664,0.003980432,0.001108588,0.7702602,0.03575248,0.1832513],"study_design_scores_gemma":[0.00001361794,0.0000824754,0.003470465,0.005474328,0.00001503496,0.0004229916,0.003347108,0.005253686,0.001358258,0.4683382,0.5121318,0.00009216585],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.03034377,0.1191975,0.2347577,0.389625,0.006253261,0.0002599576,0.000316396,0.001260861,0.2179855],"genre_scores_gemma":[0.5503789,0.1493659,0.2232903,0.03779408,0.006787028,0.0005114392,0.001718238,0.0007424755,0.02941162],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03842936,"threshold_uncertainty_score":0.2032363,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4239912276","doi":"10.1002/0471028959.sof198","title":"Measurement","year":2002,"lang":"en","type":"other","venue":"Encyclopedia of Software Engineering","topic":"Software Engineering Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"PricewaterhouseCoopers (Canada)","funders":"","keywords":"Computer science; Software engineering; Software; Software metric; Context (archaeology); Compiler; Software development; Process (computing); Resource (disambiguation); Software sizing; Software construction; Software system; Software measurement; Programming language","authors":[{"name":"William W. Agresti","is_ca":false},{"name":"Victor R. Basili","is_ca":false},{"name":"Gianluigi Caldiera","is_ca":true},{"name":"H. Dieter Rombach","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01394248097588037,"gpt":0.2143313717666573,"spread":0.200388890790777,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008605278,0.001324065,0.001045001,0.004993918,0.00228818,0.01127887,0.002860607,0.001991107,0.1522955],"category_scores_gemma":[0.03271967,0.0004879266,0.001025605,0.006599806,0.001900671,0.009839877,0.006006106,0.002723445,0.0901324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005209568,"about_ca_system_score_gemma":0.006490393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004978801,"about_ca_topic_score_gemma":0.002481234,"domain_scores_codex":[0.9875939,0.003050674,0.0009202428,0.002024445,0.005709857,0.0007008484],"domain_scores_gemma":[0.9837908,0.002552533,0.0008725037,0.003200178,0.008737528,0.0008464471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000110218,0.0001045748,0.005142684,0.000746424,0.00005237701,0.0001036173,0.001465368,0.000628717,0.0004476896,0.2962136,0.2912284,0.4037564],"study_design_scores_gemma":[0.00001133558,0.00004768281,0.003220327,0.0005979933,0.00001827168,0.0001273803,0.0009469941,0.0003771051,0.0003852295,0.03315101,0.961087,0.0000295623],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005089547,0.006175269,0.04965243,0.01802106,0.005656244,0.0009407298,0.01149632,0.002319382,0.900649],"genre_scores_gemma":[0.1802581,0.01735128,0.05732245,0.01238794,0.004119228,0.002401437,0.02838015,0.002476989,0.6953025],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1522955,"threshold_uncertainty_score":0.5094792,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4252928984","doi":"10.1002/0471028959.sof002","title":"Abstraction","year":2002,"lang":"en","type":"other","venue":"Encyclopedia of Software Engineering","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Abstraction; Computer science; Programming language; Adjective; Context (archaeology); Noun; Artificial intelligence; Theoretical computer science; Epistemology","authors":[{"name":"Dick Dye","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0134297901407913,"gpt":0.2303187779692613,"spread":0.21688898782847,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002993615,0.001686966,0.0009324836,0.002539092,0.002520085,0.008569869,0.002694791,0.002150464,0.1835925],"category_scores_gemma":[0.01165141,0.0007693076,0.001880183,0.002881795,0.002069183,0.009692334,0.00900668,0.003488035,0.1062379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002914397,"about_ca_system_score_gemma":0.004782152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004916759,"about_ca_topic_score_gemma":0.002369682,"domain_scores_codex":[0.9950119,0.001151386,0.0004563912,0.0007038569,0.002013764,0.0006626706],"domain_scores_gemma":[0.9945447,0.0008695166,0.0002483689,0.001690185,0.002197211,0.0004499014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001573971,0.00004743785,0.0009170708,0.0006490033,0.00003326427,0.0004308501,0.001716415,0.001675843,0.001313798,0.3486834,0.450716,0.1936597],"study_design_scores_gemma":[0.00001148227,0.00001554929,0.0002075259,0.0001375914,0.00001340963,0.0002131158,0.0002387522,0.0005479127,0.0004336763,0.03725905,0.9609019,0.000020086],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003660235,0.002243706,0.20992,0.007975277,0.003989258,0.000841061,0.007702481,0.01262227,0.7510458],"genre_scores_gemma":[0.1469902,0.007139705,0.1286923,0.008471185,0.002710996,0.001472743,0.02628198,0.008737231,0.6695035],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1835925,"threshold_uncertainty_score":0.6141781,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1503858077","doi":"10.1002/0471028959.sof112","title":"Extreme Programming (<scp>XP</scp>)","year":2002,"lang":"en","type":"other","venue":"Encyclopedia of Software Engineering","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Extreme programming; Software engineering; Extreme programming practices; Software development; Computer science; User story; Code refactoring; Software development process; Schedule; Documentation; Iterative and incremental development; Software; Programming language; Operating system","authors":[{"name":"Will Tracz","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01366219482378943,"gpt":0.2150328309463633,"spread":0.2013706361225739,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002187179,0.001275111,0.0008617193,0.00197111,0.0008284549,0.004688742,0.002374188,0.001771289,0.1196456],"category_scores_gemma":[0.008102165,0.0008891557,0.0008702728,0.004354751,0.001225043,0.002772024,0.003346488,0.003185815,0.07568434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006647124,"about_ca_system_score_gemma":0.001037282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001235988,"about_ca_topic_score_gemma":0.001334805,"domain_scores_codex":[0.9977291,0.0005340506,0.0002996941,0.0002816088,0.001024126,0.0001312937],"domain_scores_gemma":[0.9954265,0.001724152,0.000316847,0.001114322,0.001113306,0.0003048963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001507227,0.0001127287,0.0003140378,0.0008367995,0.00004115118,0.0005468686,0.0005004601,0.002944122,0.004052843,0.07645623,0.3994201,0.5146239],"study_design_scores_gemma":[0.000100568,0.00005590572,0.0007559923,0.0003875077,0.00002323172,0.001064391,0.00006107531,0.01098093,0.004710353,0.03622627,0.9455616,0.00007209447],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.002490283,0.0009232953,0.6874888,0.001637621,0.0006205318,0.000701118,0.003533108,0.06827231,0.234333],"genre_scores_gemma":[0.03220136,0.003282997,0.6159738,0.001855116,0.0006431411,0.002524997,0.01345664,0.02539523,0.3046668],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1196456,"threshold_uncertainty_score":0.4002545,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}