{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":221,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":221,"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":"0a4855a27151","filters":{"venue":"Apress eBooks"}},"results":[{"id":"W4402673054","doi":"10.1007/978-1-4842-9651-6_27","title":"How to Measure Diversity Actionably in Technology","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"U.S. Department of Agriculture; National Institute of Food and Agriculture; National Science Foundation","keywords":"Measure (data warehouse); Diversity (politics); Computer science; Mathematics; Data mining; Sociology; Anthropology","authors":[{"name":"Md Montaser Hamid","is_ca":false},{"name":"Amreeta Chatterjee","is_ca":false},{"name":"Mariam Guizani","is_ca":true},{"name":"A. W. Anderson","is_ca":false},{"name":"Fatima Moussaoui","is_ca":false},{"name":"Sarah Yang","is_ca":false},{"name":"Isaac Tijerina Escobar","is_ca":false},{"name":"Anita Sarma","is_ca":false},{"name":"Margaret Burnett","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03251432680140421,"gpt":0.2298000604884367,"spread":0.1972857336870325,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008123975,0.001132235,0.001398984,0.005798808,0.001685681,0.008889133,0.001684662,0.001922186,0.009223425],"category_scores_gemma":[0.05315594,0.0005279459,0.001022467,0.006042703,0.005923789,0.01868596,0.005888718,0.004022285,0.002742712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00257834,"about_ca_system_score_gemma":0.001666313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004042337,"about_ca_topic_score_gemma":0.00477102,"domain_scores_codex":[0.9890829,0.004564357,0.0005267773,0.001630721,0.00371748,0.0004776735],"domain_scores_gemma":[0.9781944,0.01282697,0.00168798,0.003213641,0.003308073,0.0007689834],"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":[0.00008772326,0.0001100776,0.01493271,0.0003697354,0.0001862933,0.00009078201,0.002830822,0.007770287,0.002430516,0.5275913,0.02452665,0.4190732],"study_design_scores_gemma":[0.00002188474,0.00009792161,0.006730423,0.0003947906,0.00005072699,0.0001163791,0.003003014,0.01447908,0.001834335,0.925907,0.04728475,0.0000797045],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04023974,0.006826504,0.6995829,0.02521866,0.002062238,0.0002468741,0.001006756,0.00167294,0.2231434],"genre_scores_gemma":[0.5585409,0.003187764,0.402035,0.003520231,0.0008661349,0.0007491189,0.0007856548,0.0008041066,0.02951113],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009223425,"threshold_uncertainty_score":0.04296422,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4244788843","doi":"10.1007/978-1-4842-4140-0","title":"API Development","year":2018,"lang":"en","type":"book","venue":"Apress eBooks","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Usability; Computer science; Scalability; Reliability (semiconductor); Software engineering; Revenue; World Wide Web; Database; Business; Human–computer interaction; Accounting","authors":[{"name":"Sascha Preibisch","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01112112856205576,"gpt":0.2049601739427812,"spread":0.1938390453807254,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001463493,0.001369164,0.0007447784,0.003432186,0.001195865,0.004516479,0.002393982,0.001215754,0.1777705],"category_scores_gemma":[0.005312213,0.0009921452,0.001384448,0.003117096,0.0004362107,0.003871399,0.003254495,0.002680907,0.2025574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007863914,"about_ca_system_score_gemma":0.001591704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001018117,"about_ca_topic_score_gemma":0.001227262,"domain_scores_codex":[0.9981674,0.0001502876,0.0001536299,0.0002719527,0.001129912,0.000126791],"domain_scores_gemma":[0.9977486,0.0002997374,0.00006276657,0.0004901637,0.001191596,0.0002071875],"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":[0.00006234838,0.00009733558,0.0002135956,0.0008547673,0.00001945587,0.0004237652,0.0004138603,0.0003393819,0.007716422,0.03400796,0.3604782,0.5953729],"study_design_scores_gemma":[0.000006742614,0.00001624621,0.0001828762,0.00009966863,0.00000682885,0.0004316211,0.00002898186,0.000281014,0.002192204,0.002006473,0.994736,0.00001146811],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002467457,0.004468156,0.2552918,0.001363921,0.002323084,0.001874152,0.00640405,0.03838718,0.6874201],"genre_scores_gemma":[0.01053849,0.005893092,0.1513421,0.0009541993,0.0004755423,0.001323253,0.01783032,0.01881604,0.7928269],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1777705,"threshold_uncertainty_score":0.5947014,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2808044672","doi":"10.1007/978-1-4842-3691-8","title":"How to Kill the Scrum Monster","year":2018,"lang":"en","type":"book","venue":"Apress eBooks","topic":"Artificial Intelligence in Games","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"NanoQuébec (Canada)","funders":"","keywords":"Monster; Scrum; Art; Computer science; Art history; Operating system; Software","authors":[{"name":"Ilya Bibik","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04254874283277846,"gpt":0.2630942923120473,"spread":0.2205455494792689,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006966989,0.001166531,0.0005471412,0.001095645,0.00243215,0.005897411,0.00105721,0.002090296,0.09359816],"category_scores_gemma":[0.003526556,0.0005483248,0.0006066351,0.0005117596,0.001283816,0.004871821,0.002731103,0.004540729,0.1001202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009341184,"about_ca_system_score_gemma":0.001244639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002650808,"about_ca_topic_score_gemma":0.006119614,"domain_scores_codex":[0.9991768,0.0001005453,0.00002859289,0.00007020176,0.0005259231,0.00009798918],"domain_scores_gemma":[0.9989631,0.0002313405,0.00004613062,0.0001424462,0.0004412156,0.0001757996],"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":[0.00003123707,0.00002698928,0.0000662636,0.0001701315,0.000006774904,0.0002284006,0.0007027022,0.0002490051,0.001207861,0.03205611,0.7993048,0.1659497],"study_design_scores_gemma":[0.000004599202,0.0000134304,0.00004755351,0.0001079796,0.000002126121,0.0002333952,0.0001509401,0.0002595134,0.0004132342,0.003540072,0.9952187,0.000008393838],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002524119,0.01748433,0.06832523,0.02253267,0.0195303,0.0002263303,0.0004418663,0.01002073,0.8589145],"genre_scores_gemma":[0.00631583,0.00322295,0.01289544,0.004214195,0.0005451803,0.00005135658,0.0002080761,0.001467587,0.9710793],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09359816,"threshold_uncertainty_score":0.313117,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389820246","doi":"10.1007/978-1-4842-9843-5_8","title":"Continuous Integration","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Computer science","authors":[{"name":"Julia Naomi Rosenfield Boeira","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03400279464719108,"gpt":0.2486419541924909,"spread":0.2146391595452998,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009567537,0.0009851697,0.000514415,0.001023992,0.001285152,0.004846847,0.001880854,0.001405904,0.09874008],"category_scores_gemma":[0.003225049,0.0006306214,0.0008355333,0.001230366,0.001169479,0.005927913,0.005509068,0.002771847,0.03818499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001118585,"about_ca_system_score_gemma":0.001788207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001935165,"about_ca_topic_score_gemma":0.001842635,"domain_scores_codex":[0.9986916,0.0001480144,0.00005825782,0.0002656833,0.0007189611,0.0001175541],"domain_scores_gemma":[0.9988272,0.0002394695,0.00004121258,0.0003007952,0.0004676702,0.0001236644],"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":[0.00005689261,0.00009534081,0.0003184732,0.0005069541,0.00002095978,0.0002043451,0.001520934,0.00226398,0.005102545,0.3733122,0.1238872,0.4927103],"study_design_scores_gemma":[0.00001303914,0.00004507399,0.0002508706,0.0002690478,0.0000149285,0.0003553084,0.0002558571,0.003223616,0.002144362,0.04865432,0.9447514,0.00002213899],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.002579395,0.002770683,0.3055369,0.001161984,0.001285096,0.0002189811,0.0003100493,0.004406887,0.6817301],"genre_scores_gemma":[0.06280537,0.004928265,0.1776481,0.001460418,0.0004248558,0.0004503706,0.001732242,0.003249228,0.7473012],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.09874008,"threshold_uncertainty_score":0.3303185,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389788865","doi":"10.1007/978-1-4842-9843-5_7","title":"Test-Driven Development","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Systems Engineering Methodologies and Applications","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Test (biology); Test-driven development; Computer science; Reliability engineering; Engineering; Geology; Programming language","authors":[{"name":"Julia Naomi Rosenfield Boeira","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08135402698870418,"gpt":0.242937838341117,"spread":0.1615838113524128,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003657997,0.0009938697,0.0005440901,0.001268381,0.0005823852,0.003304399,0.00274506,0.001110403,0.03751562],"category_scores_gemma":[0.01355618,0.000575707,0.0007922858,0.001119826,0.0007010621,0.002034922,0.002802566,0.00187213,0.02684255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001050909,"about_ca_system_score_gemma":0.002206802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009026792,"about_ca_topic_score_gemma":0.001179751,"domain_scores_codex":[0.9956608,0.0009269348,0.0002064464,0.000408827,0.002616776,0.0001802199],"domain_scores_gemma":[0.9927031,0.003029372,0.0002495814,0.001297186,0.002322009,0.0003987532],"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":[0.0000560942,0.0001848165,0.0005538635,0.00132944,0.00005733086,0.0003365106,0.0007456905,0.006316477,0.01013693,0.07070012,0.1357742,0.7738085],"study_design_scores_gemma":[0.00004500723,0.0001587938,0.000662265,0.0006782871,0.00002882221,0.0009481452,0.0002139403,0.007403723,0.008667559,0.03526297,0.9458844,0.00004618602],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002795166,0.002388521,0.7371004,0.001362867,0.0007822404,0.001749149,0.001220884,0.0093447,0.2432562],"genre_scores_gemma":[0.04459933,0.006839377,0.6487038,0.002537968,0.0002820994,0.002559622,0.004809887,0.005053705,0.2846142],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03751562,"threshold_uncertainty_score":0.1255022,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4379164636","doi":"10.1007/978-1-4842-9367-6_6","title":"Auto Code Generation","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Engineering and Information Technology","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Mathematics education; Class (philosophy); Code (set theory); Minor (academic); Computer science; Artificial intelligence; Programming language; Psychology; Art; Humanities; Set (abstract data type)","authors":[{"name":"Tom Taulli","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03732829573834744,"gpt":0.2181082052429023,"spread":0.1807799095045548,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000606671,0.0007737653,0.0003499076,0.0009735572,0.0004923602,0.0009915748,0.001457715,0.0007522051,0.04528588],"category_scores_gemma":[0.003159515,0.0005189924,0.0008515149,0.0009194069,0.0005636445,0.001682288,0.001646765,0.001285899,0.02074559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004908466,"about_ca_system_score_gemma":0.0007319978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001125348,"about_ca_topic_score_gemma":0.001841048,"domain_scores_codex":[0.9993359,0.00008816626,0.0000309103,0.000155133,0.0003207967,0.00006908848],"domain_scores_gemma":[0.998422,0.0004542862,0.00005871591,0.0006107198,0.0004089354,0.00004529648],"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":[0.0001451763,0.00009386725,0.001042447,0.0003518292,0.00004664819,0.000345146,0.000187536,0.009690938,0.01530673,0.06772614,0.2412465,0.663817],"study_design_scores_gemma":[0.0001026784,0.0001021474,0.00107248,0.0002796551,0.00005994916,0.001692211,0.0001098872,0.1356741,0.07577882,0.09383919,0.6912068,0.00008208188],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01519497,0.001814102,0.7906284,0.001082331,0.001541466,0.0003731959,0.00321697,0.07025807,0.1158905],"genre_scores_gemma":[0.1672564,0.001897619,0.6136599,0.001318554,0.0003023434,0.0004604722,0.01294474,0.03094223,0.1712179],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04528588,"threshold_uncertainty_score":0.1514964,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2808440327","doi":"10.1007/978-1-4842-3627-7_20","title":"Risk Management Frameworks","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Information and Cyber Security","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Mandate; Process management; Compliance (psychology); Set (abstract data type); Risk analysis (engineering); Business; Control (management); Risk management; Knowledge management; Computer science; Finance; Political science","authors":[{"name":"Morey J. Haber","is_ca":false},{"name":"Brad Hibbert","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01116537151755076,"gpt":0.2181840751426934,"spread":0.2070187036251426,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006197277,0.002286199,0.0007405776,0.004399225,0.0025564,0.01113245,0.003959858,0.004428884,0.03345549],"category_scores_gemma":[0.008203123,0.0007131066,0.001596944,0.003232174,0.003649285,0.00905351,0.004633462,0.004821545,0.01133799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006756973,"about_ca_system_score_gemma":0.006479497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005397909,"about_ca_topic_score_gemma":0.003654837,"domain_scores_codex":[0.995449,0.001028966,0.0003826024,0.0006135649,0.002149178,0.000376762],"domain_scores_gemma":[0.9965451,0.001428412,0.0002760295,0.0004885754,0.001022892,0.0002389586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003010533,0.00002143639,0.00007064795,0.0001356372,0.00000872943,0.00005218303,0.0002896196,0.002607503,0.00007725763,0.9261021,0.02928544,0.04134644],"study_design_scores_gemma":[0.000004627815,0.000007989035,0.00007656514,0.0004427474,0.0000085945,0.000135551,0.0001736997,0.002484099,0.0001305856,0.4853297,0.511186,0.00001990453],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001227376,0.01798895,0.2975931,0.01697946,0.001093896,0.0003928274,0.000692334,0.001251838,0.6627801],"genre_scores_gemma":[0.1174521,0.05147446,0.3788432,0.00767434,0.003155496,0.001321916,0.002831431,0.00112253,0.4361247],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03345549,"threshold_uncertainty_score":0.1119198,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4252871901","doi":"10.1007/978-1-4842-3627-7_23","title":"Final Recommendations","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Information and Cyber Security","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Vulnerability (computing); Order (exchange); Computer security; Process (computing); Risk analysis (engineering); Key (lock); Business; Compliance (psychology); Process management; Computer science; Psychology; Finance","authors":[{"name":"Morey J. Haber","is_ca":false},{"name":"Brad Hibbert","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04799270353457188,"gpt":0.2595834925456985,"spread":0.2115907890111266,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004485744,0.000871839,0.0007051307,0.002500575,0.002289519,0.008330297,0.00358036,0.009361067,0.433369],"category_scores_gemma":[0.02527941,0.000455539,0.001473185,0.002005185,0.001102999,0.008057646,0.003301126,0.006497885,0.2989752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004691667,"about_ca_system_score_gemma":0.01144859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007515071,"about_ca_topic_score_gemma":0.01535639,"domain_scores_codex":[0.9956803,0.0007780925,0.0002971509,0.0004817603,0.00215025,0.0006124755],"domain_scores_gemma":[0.9808891,0.001316804,0.0005832423,0.001244709,0.01296011,0.003006055],"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":[0.000009556902,0.00001385619,0.00005053538,0.0001384145,0.000002261778,0.00002774521,0.00003047021,0.00002668241,0.00003349799,0.00354226,0.9721009,0.02402396],"study_design_scores_gemma":[0.000006360471,0.000006439149,0.00009807865,0.0003739075,0.000003576323,0.00003869869,0.00009310791,0.00001205793,0.00003996601,0.002137006,0.9971853,0.000005482086],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006494379,0.01492366,0.004713513,0.2875952,0.1210258,0.000863057,0.008494241,0.001810508,0.5599246],"genre_scores_gemma":[0.003658242,0.01173451,0.007434381,0.09590591,0.01343384,0.0006402999,0.006140095,0.0007621719,0.8602906],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.433369,"threshold_uncertainty_score":0.8082304,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2898930378","doi":"10.1007/978-1-4842-3942-1_2","title":"Unintended Consequences","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Business Strategies and Innovation","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Inuit Tapiriit Kanatami","funders":"","keywords":"Multitude; Unintended consequences; Business; Public relations; Law and economics; Political science; Economics; Law","authors":[{"name":"George W. Watt","is_ca":true},{"name":"Howard E Abrams","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04760019441062657,"gpt":0.2236992361847028,"spread":0.1760990417740762,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005328674,0.0008415636,0.0005715826,0.001276979,0.002746473,0.005376866,0.001738374,0.004760714,0.05993693],"category_scores_gemma":[0.02121771,0.0003287153,0.000937082,0.0009038063,0.006407821,0.006145963,0.006142655,0.006713116,0.01215949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002638207,"about_ca_system_score_gemma":0.003661198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001929315,"about_ca_topic_score_gemma":0.003203372,"domain_scores_codex":[0.99418,0.001756744,0.0004114697,0.0008027208,0.002049046,0.0008001066],"domain_scores_gemma":[0.9907522,0.003638782,0.0007309073,0.002052353,0.002163981,0.0006617368],"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":[0.00008973178,0.0001228433,0.00385808,0.000524665,0.00006684715,0.003411792,0.002775503,0.0009827164,0.0007066552,0.5688376,0.2383293,0.1802942],"study_design_scores_gemma":[0.00001602295,0.0000514914,0.001600811,0.001819757,0.00004926246,0.00397823,0.00287617,0.0003816354,0.0009546132,0.2692701,0.7189569,0.00004506261],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01520442,0.02074503,0.0151469,0.1157335,0.01215399,0.0001651355,0.001278223,0.0005782811,0.8189946],"genre_scores_gemma":[0.3674119,0.04504509,0.01143724,0.1288218,0.00515852,0.0004771766,0.001337829,0.0008874097,0.4394231],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05993693,"threshold_uncertainty_score":0.2005091,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2504227078","doi":"10.1007/978-1-4302-0500-5_3","title":"Aspect-Oriented Programming","year":2007,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Competitor analysis; Computer science; Production (economics); Process management; Development environment; Software engineering; Engineering; Business; Marketing","authors":[{"name":"Christa Schwanninger","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.074443385746763,"gpt":0.3017063515013719,"spread":0.2272629657546089,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007054133,0.001132872,0.0003641754,0.001329751,0.0004494264,0.002774581,0.001080322,0.0009484564,0.01163409],"category_scores_gemma":[0.00206765,0.0004691223,0.000590252,0.001559063,0.001216503,0.00382917,0.001386869,0.002538036,0.006120576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005936697,"about_ca_system_score_gemma":0.0005924925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004639799,"about_ca_topic_score_gemma":0.0006922791,"domain_scores_codex":[0.9993346,0.00009634337,0.00003842533,0.0001175068,0.0003811977,0.0000317688],"domain_scores_gemma":[0.9992852,0.00035521,0.0000646487,0.0001247415,0.0001281476,0.00004200802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002071346,0.00003649214,0.0004135245,0.0005902741,0.00003015623,0.0001177272,0.000415795,0.001666321,0.002389467,0.5479373,0.057653,0.3887292],"study_design_scores_gemma":[0.00001045567,0.00002086773,0.0002759958,0.0003551403,0.00001831482,0.0004666898,0.00007312756,0.003293557,0.001135217,0.2207858,0.7735474,0.00001728653],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003314219,0.03022237,0.5451395,0.003735214,0.001548314,0.0001995403,0.0003673548,0.003466541,0.412007],"genre_scores_gemma":[0.06202963,0.06766346,0.6036425,0.00353253,0.002176486,0.0004941173,0.001088871,0.002046088,0.2573262],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01163409,"threshold_uncertainty_score":0.03891987,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4361840222","doi":"10.1007/978-1-4842-9253-2_13","title":"Intelligent Cataloging and Metadata Management","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Advanced Database Systems and Queries","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":"Haystack; Metadata; Computer science; Data science; Cataloging; Task (project management); Quarter (Canadian coin); Data warehouse; World Wide Web; Big data; Database; Data mining; Engineering; Geography","authors":[{"name":"Eberhard Hechler","is_ca":false},{"name":"Maryela Weihrauch","is_ca":false},{"name":"Yan Wu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04670996567532511,"gpt":0.248627541474407,"spread":0.2019175757990819,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001760216,0.0007345781,0.0006981452,0.00523945,0.002105756,0.01105554,0.002110233,0.0015754,0.02519937],"category_scores_gemma":[0.003744447,0.0007678725,0.000790338,0.008084441,0.00219319,0.01559194,0.0034208,0.001658113,0.01966811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002302385,"about_ca_system_score_gemma":0.002535021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005582939,"about_ca_topic_score_gemma":0.006220252,"domain_scores_codex":[0.9987904,0.0002012945,0.0001055812,0.0002069459,0.0006115059,0.00008421564],"domain_scores_gemma":[0.9983778,0.0003985047,0.00006815087,0.000696367,0.0003736171,0.00008554656],"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":[0.00002050532,0.00004246116,0.000348669,0.0002724293,0.0000143681,0.0000891671,0.0007407918,0.001115603,0.001310489,0.4620039,0.1421212,0.3919204],"study_design_scores_gemma":[0.00000533624,0.000009200064,0.0001879608,0.0001505473,0.000008695606,0.0001877781,0.0002589847,0.002109697,0.0007592728,0.1543532,0.8419536,0.00001575705],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.003701922,0.03230828,0.3938715,0.01046431,0.002289042,0.0003646267,0.001983445,0.006099946,0.5489169],"genre_scores_gemma":[0.04836709,0.03468583,0.4010218,0.003049287,0.001786497,0.0002997846,0.006061525,0.001455151,0.503273],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02519937,"threshold_uncertainty_score":0.08430022,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2907265441","doi":"10.1007/978-1-4842-4069-4_9","title":"Server-Side Rendering","year":2019,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Thornhill Medical (Canada)","funders":"","keywords":"JavaScript; Computer science; Scripting language; Upload; Blank; Rendering (computer graphics); Download; Server-side; Client-side; World Wide Web; Parsing; Operating system; Web page; Computer graphics (images); Programming language; Engineering","authors":[{"name":"Yiyi Sun","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06849082573106426,"gpt":0.3091291373833448,"spread":0.2406383116522806,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000296009,0.001117563,0.0008519203,0.001254256,0.0006573406,0.003619916,0.001554192,0.001235073,0.2473218],"category_scores_gemma":[0.0009276491,0.0005179528,0.0007833118,0.00126936,0.0003464724,0.002102489,0.001774329,0.001876133,0.1636239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000613795,"about_ca_system_score_gemma":0.0006390325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00154287,"about_ca_topic_score_gemma":0.001993897,"domain_scores_codex":[0.9996591,0.00002439893,0.00001223598,0.00006079797,0.0002112973,0.0000321908],"domain_scores_gemma":[0.9995812,0.00009063256,0.000007750605,0.0001095008,0.0001565478,0.00005441359],"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":[0.00005287299,0.00009083439,0.0001103615,0.0005907021,0.00001109666,0.0003499793,0.0004969028,0.001508249,0.01830157,0.05711446,0.5006946,0.4206783],"study_design_scores_gemma":[0.000008032823,0.000008431422,0.0001571941,0.00007573683,0.000005067842,0.00035731,0.00003305228,0.0024098,0.003167073,0.006129106,0.9876365,0.00001272211],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.001347288,0.002583562,0.1330247,0.0003981999,0.001433328,0.000193588,0.001061974,0.01946645,0.8404909],"genre_scores_gemma":[0.0131631,0.002888758,0.0458456,0.0004475919,0.000494594,0.0001105885,0.001811742,0.009131352,0.9261067],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.2473218,"threshold_uncertainty_score":0.8273739,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387020944","doi":"10.1007/978-1-4842-9792-6","title":"Database-Driven Web Development","year":2023,"lang":"en","type":"book","venue":"Apress eBooks","topic":"Mobile and Web Applications","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Selkirk College","funders":"","keywords":"World Wide Web; Web development; Computer science; Database; Web page","authors":[{"name":"Thomas Valentine","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03688379836384355,"gpt":0.2541759453106393,"spread":0.2172921469467957,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004958553,0.0004269659,0.0002072201,0.000535363,0.0003582792,0.001840575,0.001014473,0.0004568589,0.01811157],"category_scores_gemma":[0.001572306,0.0005630487,0.0003602288,0.0005579913,0.000248156,0.001272343,0.001068827,0.001232081,0.0128802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004317004,"about_ca_system_score_gemma":0.0008085828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007926482,"about_ca_topic_score_gemma":0.001763457,"domain_scores_codex":[0.9994553,0.00005997448,0.00001571637,0.00005464281,0.0003730001,0.000041298],"domain_scores_gemma":[0.9993767,0.0002579883,0.00002189501,0.0001054198,0.0001834858,0.00005446361],"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":[0.00005009178,0.0001499658,0.000520554,0.0004275028,0.00002269516,0.0002319634,0.0002746461,0.005043817,0.01323254,0.07767974,0.2090499,0.6933167],"study_design_scores_gemma":[0.00002381445,0.00005533263,0.0006416519,0.000182533,0.0000151272,0.0008230518,0.0001288365,0.02865155,0.01149458,0.03701086,0.9209499,0.00002264767],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.006387058,0.0058445,0.6075164,0.001227006,0.001025861,0.0003773549,0.0005928116,0.01056662,0.3664623],"genre_scores_gemma":[0.06409494,0.009002916,0.4016447,0.001144591,0.0001753567,0.0005473499,0.00263169,0.002891441,0.517867],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01811157,"threshold_uncertainty_score":0.06058919,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408854011","doi":"10.1007/979-8-8688-1221-7_2","title":"Using ChatGPT As Your JavaScript Pair-Programmer","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Brandon University","funders":"","keywords":"JavaScript; Programmer; Computer science; Programming language; Operating system","authors":[{"name":"Bruce R. Hopkins","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07176460320299523,"gpt":0.2904470960002136,"spread":0.2186824927972184,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004724627,0.0007953091,0.0003977845,0.0008727105,0.001116296,0.003176275,0.001152544,0.001272179,0.08253048],"category_scores_gemma":[0.001933539,0.0005009379,0.0004418843,0.000988806,0.0006800791,0.005136282,0.002175634,0.003544056,0.05996562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005857934,"about_ca_system_score_gemma":0.0005432405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009591957,"about_ca_topic_score_gemma":0.002328133,"domain_scores_codex":[0.9996217,0.00008734367,0.00001289571,0.00007334593,0.0001735975,0.00003100989],"domain_scores_gemma":[0.9993062,0.0002610001,0.00002563504,0.0001125899,0.0001592487,0.0001353648],"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":[0.00004420268,0.0000619294,0.0002240793,0.0003035191,0.000009820901,0.0003700124,0.002126032,0.000465159,0.003513435,0.06512106,0.6448674,0.2828934],"study_design_scores_gemma":[0.000006537844,0.00001720266,0.0001334311,0.0001044952,0.000004208111,0.0006099855,0.0001503641,0.0007182,0.0008817892,0.00656298,0.9907991,0.00001174134],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.003040016,0.005016421,0.2922407,0.005940502,0.005456094,0.00020195,0.0006332316,0.02169718,0.6657739],"genre_scores_gemma":[0.01045411,0.002189216,0.06001126,0.002903339,0.0007829805,0.0001629123,0.0006588988,0.00667906,0.9161583],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.08253048,"threshold_uncertainty_score":0.2760919,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4230647486","doi":"10.1007/978-1-4842-4533-0_14","title":"Introducing Object-Oriented Programming","year":2019,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Regional Municipality of Niagara","funders":"","keywords":"Programming language; Computer science; Python (programming language); Object-oriented programming; Reuse; Code reuse; Programming paradigm; Object (grammar); Artificial intelligence; Software; Engineering","authors":[{"name":"Sloan Kelly","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0124748042479497,"gpt":0.2186035606557033,"spread":0.2061287564077536,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002946566,0.001844627,0.0008490604,0.002216886,0.001483216,0.007731235,0.002451323,0.002489666,0.02132236],"category_scores_gemma":[0.004920843,0.001237649,0.001454673,0.002899065,0.004095459,0.01223715,0.003602487,0.008197379,0.01755756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001954359,"about_ca_system_score_gemma":0.001918519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001123569,"about_ca_topic_score_gemma":0.0009696762,"domain_scores_codex":[0.9964007,0.0008708079,0.0002310675,0.0005385453,0.001710152,0.0002487487],"domain_scores_gemma":[0.9974424,0.001321752,0.000116258,0.000388334,0.0005243687,0.0002069389],"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":[0.000009611441,0.00004487321,0.0001218314,0.0005394219,0.00002448565,0.0001322485,0.0009227745,0.0008975683,0.0005729675,0.7655785,0.07084662,0.1603092],"study_design_scores_gemma":[0.000003647451,0.00000971291,0.00003833892,0.0002489695,0.000004164495,0.0001975344,0.00005160793,0.0004147654,0.00014693,0.1535639,0.8453066,0.00001386079],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001141872,0.06001193,0.5845758,0.01037808,0.005454511,0.000273633,0.0003769198,0.005376116,0.3324112],"genre_scores_gemma":[0.02088029,0.0934935,0.6105274,0.01009548,0.006122859,0.0007525182,0.001025529,0.004052795,0.2530496],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02132236,"threshold_uncertainty_score":0.07133043,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2912577640","doi":"10.1007/978-1-4842-3988-9_10","title":"Searching and Sorting","year":2019,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Evolutionary Algorithms and Applications","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Hamilton Health Sciences","funders":"","keywords":"Sorting; Computer science; Data structure; Sorting algorithm; Theoretical computer science; Linked list; Algorithm","authors":[{"name":"Sammie Bae","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02466738786461843,"gpt":0.2450502549159659,"spread":0.2203828670513475,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009667336,0.001431423,0.0009536698,0.002356913,0.002592894,0.008228518,0.001939718,0.002188554,0.06384261],"category_scores_gemma":[0.004054319,0.0006800416,0.001102627,0.00381658,0.005051527,0.01326896,0.003278762,0.003436974,0.03423775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002536609,"about_ca_system_score_gemma":0.002369428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002900852,"about_ca_topic_score_gemma":0.003488866,"domain_scores_codex":[0.998192,0.0002447963,0.0001029501,0.0004460143,0.0008700462,0.0001441311],"domain_scores_gemma":[0.9989396,0.0004153413,0.00003488082,0.000259292,0.000278541,0.0000724059],"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":[0.00002400696,0.000016823,0.00007381003,0.00029471,0.00000911703,0.00004675245,0.0004946073,0.0006345676,0.0006652225,0.7496659,0.1034694,0.144605],"study_design_scores_gemma":[0.000003783906,0.00001108662,0.00004850574,0.0001584737,0.000004424708,0.0001652318,0.0001127064,0.0005383979,0.0004852909,0.1415227,0.8569384,0.00001106771],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001612658,0.02620203,0.1726901,0.00543719,0.00387793,0.0001964904,0.000800623,0.002064975,0.787118],"genre_scores_gemma":[0.02411543,0.02824416,0.1985458,0.004819236,0.001443716,0.0002997869,0.00162826,0.001971938,0.7389316],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06384261,"threshold_uncertainty_score":0.2135748,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402427765","doi":"10.1007/978-1-4842-9651-6_10","title":"Beyond Diversity: Computing for Inclusive Software","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Diversity (politics); Computer science; Sociology; Anthropology","authors":[{"name":"Kezia Devathasan","is_ca":true},{"name":"Nowshin Nawar Arony","is_ca":true},{"name":"Daniela Damian","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03175144577775826,"gpt":0.2536851492474732,"spread":0.2219337034697149,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007558041,0.0004613532,0.0003664128,0.0007395303,0.003146535,0.006173335,0.0006253219,0.001182688,0.01396045],"category_scores_gemma":[0.001790772,0.0001914256,0.0002279933,0.001309722,0.00551577,0.008877462,0.003614361,0.003312785,0.003626701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002362297,"about_ca_system_score_gemma":0.002057738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003068603,"about_ca_topic_score_gemma":0.00581927,"domain_scores_codex":[0.9994535,0.0002043217,0.00001390565,0.00007769377,0.0001818213,0.0000686962],"domain_scores_gemma":[0.9991465,0.000446803,0.00002750646,0.00009386173,0.0001453281,0.0001400016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001046638,0.00001474489,0.00007387026,0.0001172379,0.000003264746,0.00003122213,0.002622332,0.0001793229,0.0002064926,0.8024096,0.1301317,0.06419972],"study_design_scores_gemma":[0.000003374379,0.000007264918,0.0001023709,0.0001594438,0.000002285354,0.00006030993,0.0009862359,0.0002498794,0.000111974,0.2983498,0.6999613,0.000005780884],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004113299,0.07329535,0.02018957,0.06680062,0.004115737,0.00005033955,0.0000693702,0.0002605183,0.8311052],"genre_scores_gemma":[0.211806,0.08109711,0.01550053,0.01425429,0.003897429,0.0002276528,0.0001884283,0.0006289424,0.6723996],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01396045,"threshold_uncertainty_score":0.04670238,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2771181126","doi":"10.1007/978-1-4842-3048-0_2","title":"Shared User Credentials","year":2017,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"User Authentication and Security Systems","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Delegate; Password; Business; Computer science; Computer security; Operations management; Internet privacy; Engineering","authors":[{"name":"Morey J. Haber","is_ca":false},{"name":"Brad Hibbert","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04869522677674203,"gpt":0.2668389589069081,"spread":0.2181437321301661,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002571121,0.00103507,0.0006827677,0.001399808,0.002604998,0.008339228,0.00217986,0.003402021,0.06954429],"category_scores_gemma":[0.009139449,0.0008405417,0.0008726535,0.001629832,0.002994518,0.02340217,0.008937975,0.004881439,0.04974641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001810929,"about_ca_system_score_gemma":0.002120348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007871778,"about_ca_topic_score_gemma":0.0009869754,"domain_scores_codex":[0.9964323,0.001023354,0.0002230516,0.0006448225,0.001224768,0.0004516625],"domain_scores_gemma":[0.9949347,0.0009061047,0.0001515443,0.002962183,0.0006449208,0.0004003994],"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":[0.00004338565,0.00004702319,0.0001752024,0.0002121296,0.00001693579,0.000164755,0.0009434224,0.0004436146,0.001459316,0.7526149,0.1129464,0.130933],"study_design_scores_gemma":[0.000007320322,0.00002549922,0.00009789832,0.0001659605,0.00000907896,0.0006556006,0.0001612081,0.0007286355,0.001674998,0.1143157,0.8821331,0.00002501566],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004545203,0.005658361,0.2415536,0.01032654,0.004421935,0.000258147,0.0007070601,0.004420348,0.7281087],"genre_scores_gemma":[0.1425063,0.006773942,0.0639741,0.004334905,0.001588954,0.0003022161,0.001271543,0.00152505,0.7777229],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06954429,"threshold_uncertainty_score":0.2326488,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4294242386","doi":"10.1007/978-1-4842-8170-3_5","title":"Oracle Machine Learning in Autonomous Database","year":2022,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Yukon University","funders":"","keywords":"PL/SQL; Oracle; Computer science; Oracle database; Python (programming language); SQL; Oracle Unified Method; Database; Stored procedure; Database schema; Programming language; Database administrator; Data definition language; Database design; Artificial intelligence; Information retrieval; Query by Example","authors":[{"name":"Adrian Png","is_ca":true},{"name":"Heli Helskyaho","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02745768336959693,"gpt":0.2503720400880041,"spread":0.2229143567184072,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001268334,0.001024779,0.0009543084,0.001815371,0.0005215115,0.004340492,0.001632433,0.001496472,0.05079721],"category_scores_gemma":[0.004402413,0.0007364804,0.0005568564,0.00359521,0.0008536681,0.006897192,0.002524443,0.003152236,0.05692295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001440776,"about_ca_system_score_gemma":0.001209653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001100129,"about_ca_topic_score_gemma":0.001554786,"domain_scores_codex":[0.9983297,0.0002332692,0.0001394151,0.0002358112,0.0009726012,0.00008935366],"domain_scores_gemma":[0.9984543,0.0006679597,0.00005828659,0.0003294627,0.0003354576,0.0001544924],"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":[0.00003759745,0.00003364343,0.0001660173,0.0004716466,0.00001505906,0.00009137273,0.0001153884,0.001640326,0.0006729848,0.1316079,0.5099982,0.3551498],"study_design_scores_gemma":[0.000005910318,0.000009724461,0.0001582998,0.000152236,0.000003782899,0.000218899,0.00001778034,0.002730631,0.0004513215,0.05927319,0.936965,0.0000133204],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.001537784,0.1060335,0.3621404,0.01200788,0.004183172,0.0001903283,0.003589631,0.02178355,0.4885338],"genre_scores_gemma":[0.02627041,0.06931306,0.2435526,0.007653671,0.004062485,0.0004432776,0.007893792,0.01006977,0.6307409],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05079721,"threshold_uncertainty_score":0.1699336,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3076128072","doi":"10.1007/978-1-4842-6044-9_15","title":".Net 5 and Entity Framework","year":2020,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Net (polyhedron); Quarter (Canadian coin); Computer science; Operations research; History; Engineering; Archaeology; Mathematics","authors":[{"name":"Brian L. Gorman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02337427107318734,"gpt":0.2217346737568381,"spread":0.1983604026836507,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001519319,0.0008355455,0.0003953597,0.001177113,0.001407413,0.006278489,0.001639837,0.001896549,0.07385348],"category_scores_gemma":[0.001806637,0.0006717959,0.0008839824,0.001483002,0.001390786,0.01176082,0.003690187,0.00364951,0.03047829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002156523,"about_ca_system_score_gemma":0.00149701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003300743,"about_ca_topic_score_gemma":0.004891546,"domain_scores_codex":[0.9991147,0.0002299471,0.00005889696,0.0001587292,0.000332815,0.0001048408],"domain_scores_gemma":[0.9996025,0.0001346801,0.0000204999,0.0001024643,0.00007733792,0.00006252334],"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":[0.00001311208,0.00001062426,0.00003803749,0.0001155127,0.000004223761,0.00007407281,0.000154992,0.0004879039,0.0002791576,0.8488646,0.08563446,0.06432336],"study_design_scores_gemma":[0.00000228326,0.000003589429,0.00002475384,0.0000719432,0.00000260304,0.0001174672,0.00003239433,0.0004489427,0.0001662129,0.05535068,0.9437729,0.000006262368],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00123213,0.009501287,0.2072292,0.008696362,0.003431806,0.0001708356,0.001298518,0.006179864,0.7622601],"genre_scores_gemma":[0.03404129,0.01981203,0.2068662,0.007118502,0.001688406,0.0004230459,0.005670347,0.005698773,0.7186815],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07385348,"threshold_uncertainty_score":0.2470645,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W476863","doi":"10.1007/978-1-4302-6350-0_17","title":"Commodities and Other Exotic Financial Products","year":2013,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Global Financial Crisis and Policies","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Dance; Tourism; Geography; Population; Small town; Town hall; Archaeology; Economy; Economic history; History; Socioeconomics; Sociology; Visual arts; Art; Economics; Demography","authors":[{"name":"Keith Hayes","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06235174804209379,"gpt":0.2023495819431199,"spread":0.1399978339010262,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001794299,0.0005474057,0.0002140214,0.001444571,0.001160062,0.004566434,0.000289668,0.0006861433,0.04639007],"category_scores_gemma":[0.0004028487,0.0002044888,0.0002214162,0.002009464,0.001638143,0.003232569,0.001209483,0.001087769,0.005815837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001571923,"about_ca_system_score_gemma":0.0007295687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00535858,"about_ca_topic_score_gemma":0.01559288,"domain_scores_codex":[0.9998698,0.00002346075,0.000004429798,0.00002565812,0.0000513353,0.00002520125],"domain_scores_gemma":[0.9999316,0.00002520942,0.000005462213,0.00001341729,0.00001035971,0.00001396527],"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":[0.00002476891,0.00003306598,0.0003786054,0.0001709334,0.000005209682,0.0002811981,0.0009840548,0.0002666304,0.0006283757,0.8136454,0.08647305,0.09710875],"study_design_scores_gemma":[0.000001619643,0.000005909681,0.000441292,0.0001092386,0.000001360076,0.0002048177,0.0002130596,0.00006302342,0.0001196646,0.02995143,0.9688846,0.000003900715],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003764101,0.01958258,0.001196214,0.001279865,0.0003915303,0.00001507036,0.0001600858,0.00003751582,0.973573],"genre_scores_gemma":[0.05220554,0.0231411,0.002036967,0.0006915085,0.000356217,0.00002736048,0.0002268582,0.00008561282,0.9212288],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04639007,"threshold_uncertainty_score":0.1551903,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2772778236","doi":"10.1007/978-1-4842-3048-0_13","title":"Industrial Control Systems (ICS)","year":2017,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Smart Grid Security and Resilience","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Control (management); Industrial control system; Visibility; Engineering; Control system; Manufacturing engineering; Systems engineering; Business; Risk analysis (engineering); Computer science; Electrical engineering","authors":[{"name":"Morey J. Haber","is_ca":false},{"name":"Brad Hibbert","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03327085273651111,"gpt":0.2035127537594002,"spread":0.1702419010228891,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002935371,0.00128047,0.000394422,0.001351761,0.0008361564,0.003609906,0.000818548,0.001226555,0.05372684],"category_scores_gemma":[0.0005481921,0.0003227714,0.00032835,0.002201367,0.001356076,0.002519487,0.001419896,0.001860802,0.02362551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001101658,"about_ca_system_score_gemma":0.0009713651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00160928,"about_ca_topic_score_gemma":0.001934102,"domain_scores_codex":[0.9995436,0.00003834242,0.00001960353,0.0000907749,0.0002727675,0.00003480844],"domain_scores_gemma":[0.9998118,0.0000539959,0.00001354252,0.000040105,0.00006390768,0.00001658688],"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":[0.00001237928,0.00002514755,0.00009175113,0.0006288634,0.000009058846,0.0001008692,0.0003492536,0.001955558,0.001576256,0.3850834,0.2231043,0.3870632],"study_design_scores_gemma":[0.000001339487,0.000009300969,0.00004718451,0.0001138546,0.000001755781,0.00008460142,0.00002436288,0.0002877061,0.000263265,0.0185599,0.9806023,0.000004396225],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009895652,0.05187243,0.04557744,0.001846336,0.003993976,0.00008146382,0.0003668235,0.001547469,0.8937246],"genre_scores_gemma":[0.02845487,0.06824768,0.02844057,0.001707556,0.002932522,0.000151928,0.00101749,0.0005350152,0.8685125],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05372684,"threshold_uncertainty_score":0.1797342,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387028430","doi":"10.1007/978-1-4842-9792-6_9","title":"Installing and Using the Apache Web Server","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Mobile and Web Applications","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":"Selkirk College","funders":"","keywords":"Web server; World Wide Web; Computer science; Application server; Web page; Web API; Web development; Static web page; Web service; Clickstream; Dynamic web page; Web log analysis software; The Internet; Operating system; Database","authors":[{"name":"Thomas Valentine","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06411923483455169,"gpt":0.2554592724260101,"spread":0.1913400375914584,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001313257,0.001155928,0.0008717115,0.002585489,0.0008283183,0.002359201,0.001610699,0.0005891451,0.06767658],"category_scores_gemma":[0.002845216,0.0008264281,0.0006158556,0.002895675,0.0003619339,0.002061459,0.00164135,0.002066238,0.1459037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004570457,"about_ca_system_score_gemma":0.001573586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002198624,"about_ca_topic_score_gemma":0.002184725,"domain_scores_codex":[0.9985394,0.00009324324,0.00009028202,0.0002009095,0.0009700981,0.0001060566],"domain_scores_gemma":[0.99848,0.0001696598,0.00004634815,0.0004275641,0.0006503229,0.0002260426],"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":[0.00005130722,0.0001670059,0.0007226621,0.0005525806,0.00001583129,0.0003100343,0.0003940757,0.0008243432,0.01769175,0.008169669,0.3828487,0.5882521],"study_design_scores_gemma":[0.00001776736,0.00003875259,0.001584784,0.0001335298,0.00001409907,0.000356758,0.00005886549,0.001498723,0.00843903,0.004103704,0.9837051,0.00004894527],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.006792662,0.002071933,0.3819637,0.0007645215,0.001619107,0.003067628,0.009205976,0.2235115,0.3710031],"genre_scores_gemma":[0.03342891,0.004237681,0.477232,0.001034237,0.001015796,0.001937737,0.03134014,0.04895848,0.400815],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.06767658,"threshold_uncertainty_score":0.2264007,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400000127","doi":"10.1007/979-8-8688-0351-2","title":"Learn Java Fundamentals","year":2024,"lang":"en","type":"book","venue":"Apress eBooks","topic":"Modeling and Simulation Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Java; Computer science; Programming language","authors":[{"name":"Jeff Friesen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04483373300660783,"gpt":0.269863034784722,"spread":0.2250293017781141,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004624105,0.001493606,0.000730995,0.001272019,0.0006532412,0.003174209,0.001508926,0.001035099,0.3790944],"category_scores_gemma":[0.001995487,0.0008872033,0.0009015459,0.00105785,0.0003473512,0.005264539,0.002685142,0.002675796,0.3684995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005774653,"about_ca_system_score_gemma":0.0008798841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001115366,"about_ca_topic_score_gemma":0.0035268,"domain_scores_codex":[0.9995621,0.00002874985,0.00001432954,0.00008899101,0.000257577,0.00004821135],"domain_scores_gemma":[0.9993637,0.0001719853,0.00002340944,0.0001133029,0.0002028765,0.000124751],"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":[0.00003482776,0.0001229199,0.0002714463,0.0001324076,0.000006232019,0.00004257367,0.0001042422,0.0003274082,0.001759188,0.01742223,0.571113,0.4086635],"study_design_scores_gemma":[0.00001588398,0.00002738114,0.0004040263,0.0001300668,0.00001024803,0.0001668834,0.00006305092,0.001681236,0.001661117,0.02381696,0.9720085,0.00001471962],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001537638,0.001245751,0.114653,0.001534789,0.0006616524,0.0001465082,0.001800602,0.02019198,0.8582282],"genre_scores_gemma":[0.003802156,0.001357382,0.03023697,0.0009755269,0.0001935843,0.0001191506,0.002767775,0.004667041,0.9558803],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3790944,"threshold_uncertainty_score":0.8856465,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385380879","doi":"10.1007/978-1-4842-9642-4_1","title":"Introducing MLOps","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Alberta Bible College","funders":"","keywords":"Production (economics); Value (mathematics); Computer science; Data science; Economics; Microeconomics","authors":[{"name":"Dayne Sorvisto","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08978753504610731,"gpt":0.2652977130887233,"spread":0.175510178042616,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002778147,0.0009813224,0.0003005407,0.00133063,0.001533222,0.009788894,0.002148647,0.001761755,0.09006444],"category_scores_gemma":[0.007263435,0.0009574955,0.0008133309,0.002054185,0.002305552,0.01566098,0.006365862,0.004484347,0.03668769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002552976,"about_ca_system_score_gemma":0.002606821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00587356,"about_ca_topic_score_gemma":0.006590075,"domain_scores_codex":[0.997646,0.0008363948,0.0001446172,0.000363205,0.0007673499,0.0002424343],"domain_scores_gemma":[0.9977405,0.0009304291,0.0000966347,0.0005015671,0.0004647232,0.0002662834],"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":[0.00002610107,0.00002840056,0.000204144,0.0002718621,0.000008809476,0.0001146623,0.001589268,0.001038191,0.000748163,0.6473818,0.1956747,0.1529138],"study_design_scores_gemma":[0.000003519088,0.000006662065,0.00004308806,0.0001216213,0.000002145124,0.00006396494,0.0002974483,0.0008054076,0.0001503095,0.04453935,0.9539589,0.000007465956],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0020364,0.004849323,0.4426109,0.01474351,0.00322644,0.0003360695,0.001194723,0.009751347,0.5212512],"genre_scores_gemma":[0.03862877,0.009641399,0.3423982,0.007391576,0.001601418,0.0008411555,0.003655371,0.007439482,0.5884027],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09006444,"threshold_uncertainty_score":0.3012956,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403757750","doi":"10.1007/979-8-8688-0763-3_4","title":"Advanced Filters for Photo Restoration: Part 1","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Computer science","authors":[{"name":"Jennifer Harder","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0174618331828256,"gpt":0.2187410434694073,"spread":0.2012792102865817,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005220362,0.001342795,0.0006738722,0.002830133,0.001191273,0.002496089,0.001102947,0.001595956,0.2349456],"category_scores_gemma":[0.001123692,0.0008459997,0.000897489,0.002524871,0.0005604177,0.002514638,0.001214606,0.002346396,0.1663955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005850022,"about_ca_system_score_gemma":0.0006987113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001256823,"about_ca_topic_score_gemma":0.002438848,"domain_scores_codex":[0.9994556,0.00002991317,0.00002039331,0.00007514271,0.0003828652,0.00003614165],"domain_scores_gemma":[0.9994098,0.000108955,0.00002479972,0.00008832722,0.0003246783,0.00004350162],"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":[0.00004765173,0.00007425459,0.0001248196,0.001002475,0.000007655211,0.0001291711,0.0003631573,0.0005679969,0.02666286,0.01974998,0.3310424,0.6202276],"study_design_scores_gemma":[0.00000367248,0.00002288204,0.0003446811,0.0001415245,0.000005983259,0.0004218508,0.00005122824,0.0003598326,0.006686353,0.004551894,0.9873902,0.00001992756],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.003057611,0.02467445,0.2908305,0.001568786,0.00419595,0.0006944141,0.002052243,0.0141955,0.6587306],"genre_scores_gemma":[0.007618221,0.01573545,0.123036,0.0009582948,0.0007349274,0.0003868816,0.002042804,0.00369464,0.8457928],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.2349456,"threshold_uncertainty_score":0.7859713,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4379164732","doi":"10.1007/978-1-4842-9367-6_4","title":"Core Generative AI Technology","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Generative grammar; Core (optical fiber); Artificial intelligence; Computer science; Library science; Mathematics education; Psychology; Telecommunications","authors":[{"name":"Tom Taulli","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07740852184352764,"gpt":0.2841523681502863,"spread":0.2067438463067587,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000561978,0.0005979796,0.0002790992,0.001324775,0.0009755131,0.004797803,0.001182691,0.001337969,0.04000829],"category_scores_gemma":[0.001465534,0.0004533803,0.0004223224,0.001075429,0.003187146,0.004592782,0.002100536,0.002201327,0.01744846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002680319,"about_ca_system_score_gemma":0.001231833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009976337,"about_ca_topic_score_gemma":0.001771696,"domain_scores_codex":[0.999633,0.00009882449,0.00001487181,0.00007839895,0.0001410725,0.0000338717],"domain_scores_gemma":[0.9995137,0.0002202009,0.00001398253,0.0001404806,0.00006680737,0.00004482567],"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":[0.000006045283,0.000009975098,0.00006258885,0.0001068573,0.000004034495,0.00003552498,0.0004821681,0.0004734259,0.0004085901,0.9041291,0.03447558,0.05980596],"study_design_scores_gemma":[0.000003469886,0.000004917847,0.00009006248,0.0001397795,0.000002740524,0.0001718198,0.00008524497,0.001578143,0.0006169386,0.2799355,0.717366,0.000005328319],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001481948,0.01004597,0.076782,0.003109052,0.0006044498,0.00004100682,0.0001577248,0.0007695814,0.9070083],"genre_scores_gemma":[0.09689921,0.01551285,0.06473123,0.001952287,0.0007747097,0.0001930893,0.0007353617,0.001271956,0.8179294],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04000829,"threshold_uncertainty_score":0.133841,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2774517325","doi":"10.1007/978-1-4842-3048-0_10","title":"Privileged Access Management","year":2017,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Accidental; Business; Computer security; Internet privacy; Computer science","authors":[{"name":"Morey J. Haber","is_ca":false},{"name":"Brad Hibbert","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05765152396283956,"gpt":0.2566326190364719,"spread":0.1989810950736323,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001416902,0.0006352727,0.000438343,0.00144886,0.001902518,0.006282554,0.001990208,0.001446621,0.05917886],"category_scores_gemma":[0.004219437,0.0005109149,0.0005302876,0.001354559,0.001438836,0.01073916,0.003925272,0.003060933,0.02841441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001751412,"about_ca_system_score_gemma":0.002085358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001515708,"about_ca_topic_score_gemma":0.001917343,"domain_scores_codex":[0.9984071,0.0002132636,0.0000671659,0.0001985709,0.0008986176,0.0002154495],"domain_scores_gemma":[0.9980993,0.0004712625,0.0001147633,0.0006060197,0.0004888084,0.0002198822],"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":[0.00002826425,0.00006666643,0.000402561,0.0002228874,0.000007890148,0.0001661734,0.0008472598,0.0008507365,0.001277654,0.3683609,0.2607954,0.3669736],"study_design_scores_gemma":[0.000003401551,0.00001998496,0.0002912491,0.0001961394,0.000005687157,0.0006502307,0.0001598727,0.001750046,0.00110319,0.06486113,0.930938,0.00002096872],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004257695,0.01137959,0.159626,0.006460741,0.002167165,0.0002994487,0.0006167549,0.005458315,0.8097344],"genre_scores_gemma":[0.09094215,0.01391828,0.07208686,0.002693895,0.001946588,0.0002792858,0.00140603,0.001225789,0.8155012],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05917886,"threshold_uncertainty_score":0.197973,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402673091","doi":"10.1007/978-1-4842-9651-6_26","title":"Software Engineering Through Community-Engaged Learning and an Inclusive Network","year":2024,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Innovative Teaching and Learning Methods","field":"Psychology","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 Victoria","funders":"","keywords":"Computer science; Software engineering","authors":[{"name":"Nowshin Nawar Arony","is_ca":true},{"name":"Kezia Devathasan","is_ca":true},{"name":"Ze Shi Li","is_ca":true},{"name":"Daniela Damian","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06233929219136579,"gpt":0.3687697029107118,"spread":0.306430410719346,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006355006,0.0003209004,0.0001470896,0.0004860529,0.001061171,0.002154922,0.0006900856,0.0006892331,0.01439653],"category_scores_gemma":[0.001200968,0.0001305019,0.000221937,0.0005840988,0.001138353,0.004375784,0.003185787,0.001382254,0.002061945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005344067,"about_ca_system_score_gemma":0.001008376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006070617,"about_ca_topic_score_gemma":0.001785323,"domain_scores_codex":[0.9996017,0.0001502822,0.000007669602,0.00005284426,0.0001533858,0.000034263],"domain_scores_gemma":[0.9993781,0.0003440672,0.00002588171,0.00006285961,0.00006153548,0.0001275545],"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":[0.00002893462,0.0003683707,0.0004084907,0.0002495291,0.00001110604,0.0001984148,0.00367222,0.002222507,0.001589518,0.4666832,0.04696469,0.477603],"study_design_scores_gemma":[0.00003073391,0.0001220112,0.0009246274,0.0003150211,0.00001430962,0.0004074202,0.003083497,0.01330021,0.001512655,0.384633,0.5956352,0.0000212651],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.03534151,0.005766073,0.1563052,0.009843627,0.0009264767,0.000159308,0.00003269484,0.000841512,0.7907835],"genre_scores_gemma":[0.4604677,0.009751176,0.08060525,0.001359606,0.0005975964,0.0003980797,0.0001409762,0.0003144313,0.4463652],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01439653,"threshold_uncertainty_score":0.04816115,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3190251757","doi":"10.1007/978-1-4842-7074-5_3","title":"Building a Real-Time Group Chat App","year":2021,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Mobile Learning in Education","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":"Penticton Regional Hospital","funders":"","keywords":"Group (periodic table); Computer science; Physics","authors":[{"name":"Roger Stringer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0158862718375097,"gpt":0.2444905067602973,"spread":0.2286042349227876,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000954072,0.001010365,0.000410772,0.0006011628,0.001039837,0.00156681,0.001535083,0.001340561,0.06704191],"category_scores_gemma":[0.001617609,0.0004809898,0.0003895248,0.0003165314,0.0002234049,0.002632383,0.002113016,0.001112296,0.03732824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002037028,"about_ca_system_score_gemma":0.0004089921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000753626,"about_ca_topic_score_gemma":0.001934979,"domain_scores_codex":[0.9996203,0.00008340263,0.00001580395,0.00008233071,0.0001463907,0.00005176923],"domain_scores_gemma":[0.9990428,0.0004814967,0.0000194806,0.0000817098,0.0001821688,0.0001922441],"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":[0.0005295586,0.0009288081,0.001913069,0.001230914,0.00004957657,0.001412626,0.004431985,0.0008553651,0.02871099,0.006296526,0.3675063,0.5861343],"study_design_scores_gemma":[0.0002038769,0.001210971,0.004603168,0.0005371504,0.0001227221,0.003154967,0.002204139,0.01920386,0.02161238,0.005704611,0.9412493,0.0001927873],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.07264755,0.00200492,0.5014373,0.001688297,0.00320806,0.003302523,0.002628746,0.1242428,0.2888398],"genre_scores_gemma":[0.1152027,0.001038486,0.3095894,0.001640595,0.0003881285,0.002489154,0.004733685,0.007514919,0.5574029],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06704191,"threshold_uncertainty_score":0.2242775,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3202871465","doi":"10.1007/978-1-4842-6781-3","title":"Arduino Measurements in Science","year":2021,"lang":"en","type":"book","venue":"Apress eBooks","topic":"Experimental and Theoretical Physics Studies","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"University at Buffalo; Brock University; University of Waterloo","keywords":"Arduino; Microcontroller; Operating system; Computer science; Embedded system; Software engineering; Computer hardware","authors":[{"name":"Richard J. Smythe","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02664272796294074,"gpt":0.2693203134080811,"spread":0.2426775854451404,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001154939,0.001841365,0.001432757,0.003153375,0.001398538,0.002372595,0.002215074,0.001440541,0.1447526],"category_scores_gemma":[0.004355129,0.001324638,0.0004956727,0.00311803,0.0005320662,0.003198571,0.001591997,0.002493974,0.1321818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006249102,"about_ca_system_score_gemma":0.0008300032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008110451,"about_ca_topic_score_gemma":0.001393023,"domain_scores_codex":[0.9967402,0.0002458917,0.0001477904,0.0002822213,0.002506613,0.00007732605],"domain_scores_gemma":[0.9968708,0.0006033176,0.00007944835,0.0003963128,0.001979174,0.00007083799],"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":[0.00006663824,0.00004989479,0.0001832792,0.0009042469,0.00001296019,0.0001071971,0.0001699513,0.0005000338,0.01417512,0.01287362,0.5341803,0.4367766],"study_design_scores_gemma":[0.00001067036,0.00006469953,0.0003666907,0.0002126839,0.000009593406,0.0004017588,0.00003522836,0.0008336903,0.009145702,0.003153124,0.9857321,0.00003388586],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00201068,0.02484154,0.3230304,0.001871048,0.007038171,0.0007543226,0.006362364,0.04712884,0.5869626],"genre_scores_gemma":[0.01529341,0.01413997,0.1209456,0.001329297,0.001063162,0.0008476828,0.005587847,0.008512152,0.8322809],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1447526,"threshold_uncertainty_score":0.4842457,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2808156704","doi":"10.1007/978-1-4842-3627-7_16","title":"Vulnerability Management Operations","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Software System Performance and Reliability","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":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Vulnerability (computing); Computer science; Business; Computer security","authors":[{"name":"Morey J. Haber","is_ca":false},{"name":"Brad Hibbert","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02195230846683412,"gpt":0.2485248216611368,"spread":0.2265725131943027,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001091796,0.0007322668,0.0004174779,0.001675599,0.001437935,0.00423288,0.001265915,0.0008764126,0.069262],"category_scores_gemma":[0.004660509,0.0003514163,0.0005193615,0.001567334,0.001005305,0.006920499,0.002850521,0.002162987,0.0246634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001268734,"about_ca_system_score_gemma":0.001980108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002041787,"about_ca_topic_score_gemma":0.001317483,"domain_scores_codex":[0.9989561,0.0001204325,0.00004978854,0.0001616779,0.0005465536,0.0001653683],"domain_scores_gemma":[0.9983366,0.0003762041,0.0001291635,0.0005065312,0.000483093,0.0001685405],"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":[0.00005384053,0.00009058997,0.0007851368,0.0001389807,0.0000126088,0.0001814332,0.001169653,0.001381301,0.003347124,0.2603911,0.3237957,0.4086526],"study_design_scores_gemma":[0.000009232858,0.00004716958,0.0008564166,0.0001741093,0.00001284188,0.0005218106,0.0006735827,0.00363892,0.003995755,0.1038564,0.8861767,0.00003713837],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01259489,0.002242977,0.1380592,0.007626785,0.001150301,0.000395279,0.00151653,0.009693688,0.8267204],"genre_scores_gemma":[0.2016654,0.006518626,0.1079928,0.002331184,0.0009550327,0.0005025077,0.00401888,0.003400148,0.6726153],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.069262,"threshold_uncertainty_score":0.2317045,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4253893937","doi":"10.1007/978-1-4842-3988-9_6","title":"JavaScript Objects","year":2019,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Hamilton Health Sciences","funders":"","keywords":"JavaScript; Unobtrusive JavaScript; Computer science; Programming language; Rich Internet application; Inheritance (genetic algorithm); Focus (optics); World Wide Web; Physics","authors":[{"name":"Sammie Bae","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1905260982803036,"gpt":0.3482883263672424,"spread":0.1577622280869387,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001687626,0.001695584,0.0008140532,0.002500733,0.001340676,0.007657685,0.002599251,0.00210945,0.07519583],"category_scores_gemma":[0.007092186,0.001308574,0.0011225,0.003528685,0.001102538,0.00981047,0.003334943,0.004546643,0.1206778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009983173,"about_ca_system_score_gemma":0.0016296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009268753,"about_ca_topic_score_gemma":0.001008369,"domain_scores_codex":[0.9971071,0.0003271059,0.0002168626,0.0004504667,0.001742437,0.0001560516],"domain_scores_gemma":[0.9967097,0.001203718,0.0001863388,0.0006730379,0.0009643945,0.0002627706],"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":[0.00005117695,0.0000884088,0.0002592934,0.001229785,0.00002877548,0.0002079806,0.001133125,0.0005370561,0.007723624,0.1329051,0.4211726,0.434663],"study_design_scores_gemma":[0.000003734205,0.000004072665,0.00005124996,0.0001144084,0.000003091997,0.0001286239,0.00001974321,0.000147703,0.0007086067,0.00797223,0.9908373,0.000009197343],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.001359335,0.01409109,0.3366952,0.003072413,0.003973883,0.0006960959,0.005717185,0.04541917,0.5889756],"genre_scores_gemma":[0.01025684,0.02096618,0.2639054,0.004944447,0.002269877,0.0006895119,0.01350103,0.03080027,0.6526666],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.07519583,"threshold_uncertainty_score":0.2515551,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4294242525","doi":"10.1007/978-1-4842-8170-3_6","title":"Oracle Machine Learning REST Services","year":2022,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Yukon University","funders":"","keywords":"Rest (music); Oracle; Computer science; Artificial intelligence; World Wide Web; Programming language; Medicine","authors":[{"name":"Adrian Png","is_ca":true},{"name":"Heli Helskyaho","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05869035030920856,"gpt":0.250925460360826,"spread":0.1922351100516175,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001201773,0.001757536,0.0009647603,0.001798952,0.0006619355,0.00380963,0.00245488,0.001494612,0.05501049],"category_scores_gemma":[0.004271776,0.0007542594,0.001196911,0.002395954,0.0005332888,0.003659283,0.002203169,0.002290667,0.08318377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001164635,"about_ca_system_score_gemma":0.001058976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005006971,"about_ca_topic_score_gemma":0.004152803,"domain_scores_codex":[0.9983999,0.0002371485,0.0001366802,0.0001836888,0.0008301471,0.0002124987],"domain_scores_gemma":[0.9982802,0.000348086,0.00009093049,0.0006844128,0.0004335371,0.000162953],"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":[0.000263769,0.0001662814,0.0007309617,0.0004234628,0.0000628907,0.000262463,0.0001082623,0.003253049,0.00444483,0.06100614,0.6798791,0.2493988],"study_design_scores_gemma":[0.00009796395,0.00006596449,0.002485303,0.0001440024,0.00003823948,0.0004557749,0.00004423142,0.04008749,0.01282059,0.05609639,0.8875496,0.0001145243],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"methods","genre_scores_codex":[0.004239571,0.002668848,0.3122014,0.002558627,0.0006303018,0.0003858251,0.01209909,0.4243334,0.2408829],"genre_scores_gemma":[0.1440803,0.005756924,0.2031714,0.006493247,0.001108783,0.001060516,0.09690515,0.07545028,0.4659735],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05501049,"threshold_uncertainty_score":0.1840284,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2808491106","doi":"10.1007/978-1-4842-3627-7_14","title":"Vulnerability Management Development","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Information and Cyber Security","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":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Vulnerability (computing); Business; Environmental planning; Computer science; Geography; Computer security","authors":[{"name":"Morey J. Haber","is_ca":false},{"name":"Brad Hibbert","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02402394772160011,"gpt":0.2324836797492567,"spread":0.2084597320276566,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001183039,0.0006151631,0.0002060127,0.001888688,0.001440048,0.003277181,0.001292235,0.0009395822,0.04077648],"category_scores_gemma":[0.002903847,0.0004061987,0.0003884275,0.001074759,0.0009506856,0.003195068,0.002575958,0.001931728,0.01203913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002236527,"about_ca_system_score_gemma":0.004721283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002058977,"about_ca_topic_score_gemma":0.003413577,"domain_scores_codex":[0.9993072,0.0001313547,0.0000297704,0.00008294934,0.0003875296,0.00006120816],"domain_scores_gemma":[0.9987683,0.0003166257,0.00005438687,0.0001301762,0.0005760897,0.0001543651],"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":[0.000006032777,0.0001023906,0.0005748502,0.000235559,0.000006081804,0.0001949536,0.001124608,0.001469275,0.001052631,0.299908,0.2408911,0.4544347],"study_design_scores_gemma":[0.000002914255,0.00001663268,0.0003627346,0.0002419618,0.000004149848,0.0002639366,0.0004386952,0.001254028,0.0009391083,0.04456189,0.9519054,0.000008518095],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002801606,0.001999984,0.1114022,0.007539713,0.0006621626,0.0005230043,0.000233674,0.001098404,0.8737392],"genre_scores_gemma":[0.04405895,0.007622764,0.1418569,0.002351324,0.0003042548,0.0007109417,0.0007781223,0.0007452484,0.8015715],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04077648,"threshold_uncertainty_score":0.136411,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4214592544","doi":"10.1007/978-1-4842-8051-5_20","title":"How to Use the Recipes","year":2022,"lang":"en","type":"book-chapter","venue":"Apress eBooks","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":"Alberta Bible College","funders":"","keywords":"Recipe; Operationalization; Audit; Computer science; Code (set theory); Code of practice; Engineering; Programming language; Engineering management; Business; Accounting; History; Epistemology","authors":[{"name":"Maris Sekar","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05233012107935242,"gpt":0.2469679280548063,"spread":0.1946378069754539,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003042279,0.001928791,0.0008271123,0.002101898,0.002567193,0.008963799,0.002381262,0.002730449,0.1902745],"category_scores_gemma":[0.01681488,0.00141878,0.0009975405,0.001289103,0.002818398,0.01305561,0.003644908,0.006563777,0.2124142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001505344,"about_ca_system_score_gemma":0.002573959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003063431,"about_ca_topic_score_gemma":0.004037085,"domain_scores_codex":[0.9958769,0.000803787,0.0002470071,0.000430993,0.002448774,0.0001924798],"domain_scores_gemma":[0.9957166,0.001323019,0.0001311077,0.0009439106,0.001658751,0.0002265301],"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":[0.00004876255,0.0001103939,0.0001977122,0.000506489,0.00001547276,0.0002166471,0.002037716,0.001325569,0.002409028,0.2240725,0.470089,0.2989707],"study_design_scores_gemma":[0.000004039795,0.00001031472,0.00005013303,0.0001260896,0.000002806685,0.0001598109,0.0001991403,0.0004010147,0.0008992975,0.02124433,0.9768806,0.00002258358],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.001181149,0.00280585,0.3651327,0.01243979,0.004363181,0.001144856,0.001468949,0.02020947,0.591254],"genre_scores_gemma":[0.01041607,0.003915243,0.3718587,0.004960691,0.0007226251,0.0007695477,0.001886702,0.01510214,0.5903683],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1902745,"threshold_uncertainty_score":0.6365315,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2900687440","doi":"10.1007/978-1-4842-3823-3_8","title":"Other Miscellaneous Items in Photoshop That You Can Use for Web Design","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Mobile and Web Applications","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":"Delta-Q Technologies (Canada)","funders":"","keywords":"Workflow; World Wide Web; Computer science; Multimedia; Computer graphics (images); Database","authors":[{"name":"Jennifer Harder","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07451028226592898,"gpt":0.2466939463827726,"spread":0.1721836641168437,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002478288,0.001080206,0.0003685152,0.002155023,0.001255416,0.002103819,0.0009545535,0.001089494,0.3177235],"category_scores_gemma":[0.001367317,0.0006249615,0.0008082215,0.00244036,0.0005255906,0.003405324,0.001197003,0.002305244,0.2214893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004208885,"about_ca_system_score_gemma":0.0004382414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009858533,"about_ca_topic_score_gemma":0.005520287,"domain_scores_codex":[0.9997525,0.0000188668,0.000008143706,0.00003162301,0.000171898,0.00001709145],"domain_scores_gemma":[0.9994516,0.0002131624,0.00002170434,0.0001022706,0.0001504159,0.00006096777],"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":[0.00001340343,0.00004770375,0.00008037555,0.0004450626,0.000005501757,0.000163515,0.0003195183,0.0001988083,0.003514445,0.009847631,0.7256315,0.2597325],"study_design_scores_gemma":[0.000002208555,0.000008741847,0.0002026595,0.0001454753,0.000003069968,0.0003962668,0.00007698582,0.00009331966,0.0004507915,0.003355472,0.9952566,0.000008336447],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007342077,0.009102577,0.02937712,0.001539754,0.003089615,0.0001269904,0.0007143921,0.006386644,0.9489288],"genre_scores_gemma":[0.002498354,0.008265836,0.02375889,0.001714333,0.0007917827,0.0001024544,0.0008097612,0.002680551,0.9593781],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3177235,"threshold_uncertainty_score":0.9731846,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2755063001","doi":"10.1007/978-1-4842-2991-0","title":"Expert Office 365","year":2017,"lang":"en","type":"book","venue":"Apress eBooks","topic":"Mobile and Web Applications","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":"Canmore Museum and Geoscience Centre","funders":"","keywords":"Microsoft Office; Computer science; Operating system","authors":[{"name":"Nikolas Charlebois-Laprade","is_ca":false},{"name":"Evgueni Zabourdaev","is_ca":false},{"name":"Daniel Brunet","is_ca":false},{"name":"Bruce E. Wilson","is_ca":false},{"name":"Mike Farran","is_ca":true},{"name":"Kip Ng","is_ca":false},{"name":"Andrew Stobart","is_ca":false},{"name":"Roger Cormier","is_ca":false},{"name":"Colin Hughes-Jones","is_ca":false},{"name":"Rhoderick Milne","is_ca":false},{"name":"Shawn Cathcart","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03019231413525741,"gpt":0.2691541456072561,"spread":0.2389618314719987,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003944027,0.0008290293,0.0005198341,0.001559638,0.001932469,0.005598265,0.0009168207,0.001748087,0.3707364],"category_scores_gemma":[0.001693384,0.0003947951,0.0006040772,0.001339437,0.0006503121,0.005359116,0.002715829,0.003050071,0.2471785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001485407,"about_ca_system_score_gemma":0.001396813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001814602,"about_ca_topic_score_gemma":0.007042443,"domain_scores_codex":[0.999276,0.00003974321,0.00001926554,0.0001029126,0.0004873484,0.00007480205],"domain_scores_gemma":[0.9992486,0.0001320876,0.00002929154,0.00007522723,0.0002799437,0.0002348208],"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":[0.000007681016,0.00001749271,0.00004165875,0.00005490979,8.433094e-7,0.00005562386,0.0001558625,0.00003882019,0.0002417889,0.007768783,0.9415742,0.05004225],"study_design_scores_gemma":[8.83077e-7,0.000004047598,0.00005316505,0.00003911474,4.287101e-7,0.00008251831,0.00007421526,0.00002609423,0.00005636487,0.001212095,0.998449,0.000001945351],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006427855,0.005231434,0.002553318,0.004162139,0.005733835,0.00004335944,0.0003803061,0.001002071,0.9802507],"genre_scores_gemma":[0.001192536,0.001466847,0.0007078529,0.0009663384,0.0005239761,0.00001178266,0.0002257736,0.0002984626,0.9946066],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3707364,"threshold_uncertainty_score":0.8975682,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389434006","doi":"10.1007/979-8-8688-0041-2_2","title":"Illustrator’s Graphing Tools: Creating a 2D Infographic – Part 2","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Augmented Reality Applications","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":"Delta-Q Technologies (Canada)","funders":"","keywords":"Infographic; Computer science; Computer graphics (images); Engineering drawing; Engineering; Data mining","authors":[{"name":"Jennifer Harder","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06812819639366191,"gpt":0.2569800286714773,"spread":0.1888518322778154,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002414832,0.0009696878,0.0004440403,0.002093683,0.0009505149,0.003616038,0.0008705623,0.001069242,0.1910882],"category_scores_gemma":[0.001232241,0.0005295933,0.0008233014,0.001569144,0.0006147888,0.002849886,0.001361532,0.001837295,0.08141755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005497317,"about_ca_system_score_gemma":0.0005695392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001232856,"about_ca_topic_score_gemma":0.002750189,"domain_scores_codex":[0.9997726,0.00002282154,0.000008746034,0.000027243,0.0001491466,0.00001953736],"domain_scores_gemma":[0.9996698,0.0001151609,0.00001173071,0.00004630276,0.0001129673,0.00004410057],"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":[0.00001704898,0.00002517831,0.00006269855,0.0005182408,0.00000669318,0.000221146,0.0006457159,0.0008885405,0.004523495,0.03839947,0.6785437,0.276148],"study_design_scores_gemma":[0.000002016636,0.000007646702,0.0001055852,0.0001035996,0.000002481541,0.0002934017,0.00005694077,0.0005048776,0.0008414117,0.003804723,0.9942684,0.000008851934],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001503019,0.005726403,0.1053538,0.001575055,0.004741918,0.0002833026,0.001060389,0.008264777,0.8714914],"genre_scores_gemma":[0.00624829,0.005743163,0.06268697,0.001040546,0.0007004283,0.0002009168,0.001560425,0.005319238,0.9165],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1910882,"threshold_uncertainty_score":0.6392539,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4382056321","doi":"10.1007/978-1-4842-9470-3_12","title":"Working with Dropdown Lists","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Mobile and Web Applications","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":"Delta-Q Technologies (Canada)","funders":"","keywords":"JavaScript; Computer science; World Wide Web; Computer graphics (images)","authors":[{"name":"Jennifer Harder","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04354996643220665,"gpt":0.2289572455863547,"spread":0.1854072791541481,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003164886,0.00344139,0.001929951,0.005723953,0.003736551,0.01243944,0.004535585,0.003387353,0.501453],"category_scores_gemma":[0.01816692,0.002097082,0.002498181,0.00592848,0.001071343,0.01889333,0.00739358,0.004292317,0.5243868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001443379,"about_ca_system_score_gemma":0.001299302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002357229,"about_ca_topic_score_gemma":0.003311038,"domain_scores_codex":[0.996159,0.0005370585,0.0002555483,0.0003942692,0.002261508,0.0003925976],"domain_scores_gemma":[0.989113,0.003752126,0.0003089541,0.003306087,0.002831273,0.0006885981],"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":[0.0000822807,0.00005785968,0.0002063487,0.0004432199,0.0000237083,0.0002403282,0.0003953268,0.0002905233,0.002865124,0.02324641,0.6930145,0.2791344],"study_design_scores_gemma":[0.00001569453,0.00001671559,0.00009963915,0.0001420834,0.00001076343,0.0002206229,0.00006643452,0.0004032062,0.00220268,0.007741061,0.9890507,0.00003049418],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001884178,0.004000089,0.2745015,0.003961301,0.006140644,0.0007058967,0.006114995,0.2076465,0.4950448],"genre_scores_gemma":[0.009481834,0.004008084,0.09657917,0.003029053,0.001812089,0.0006662754,0.01078697,0.04299358,0.8306429],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.501453,"threshold_uncertainty_score":0.7111167,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4239079806","doi":"10.1007/978-1-4302-6533-7_20","title":"Your First Spring XD Application","year":2014,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Spring (device); Milestone; SPring-8; Engineering; Quarter (Canadian coin); Mechanical engineering; Cartography; History; Geography; Structural engineering; Archaeology; Beam (structure); Beamline","authors":[{"name":"Felipe Gutierrez","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1579469481523892,"gpt":0.3452764553423674,"spread":0.1873295071899782,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001488853,0.0008037683,0.0005034597,0.0010393,0.001553121,0.004038943,0.001909526,0.001612374,0.423985],"category_scores_gemma":[0.004482725,0.0007852666,0.0008083428,0.0011008,0.0003210684,0.005131654,0.00403533,0.002628612,0.352894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001228067,"about_ca_system_score_gemma":0.001683892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003160859,"about_ca_topic_score_gemma":0.005518056,"domain_scores_codex":[0.9991277,0.0001016892,0.00003512328,0.0001228707,0.0005165563,0.0000960138],"domain_scores_gemma":[0.9980685,0.0003130569,0.00004391273,0.0002916214,0.0008021226,0.0004807873],"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":[0.00002506963,0.00002388402,0.000102221,0.00005089565,0.000001781968,0.00003336956,0.00007735426,0.00004870569,0.0003792796,0.003990712,0.9293,0.06596677],"study_design_scores_gemma":[0.000005752282,0.00000820127,0.0001312615,0.00002744323,8.889901e-7,0.00003754645,0.00002458323,0.0001149631,0.0002277159,0.001438988,0.9979767,0.000005904675],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.002552347,0.001813253,0.06225186,0.01159464,0.007140731,0.0004197228,0.009070218,0.07524341,0.8299137],"genre_scores_gemma":[0.003690528,0.0009557591,0.01778346,0.002694303,0.0007082564,0.0001532277,0.006492313,0.01216882,0.9553533],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.423985,"threshold_uncertainty_score":0.8216155,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2808087274","doi":"10.1007/978-1-4842-3627-7_22","title":"Tales from the Trenches","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Information and Cyber Security","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":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Point (geometry); Internet privacy; Sound (geography); Business; Computer security; Engineering; Public relations; Computer science; Political science","authors":[{"name":"Morey J. Haber","is_ca":false},{"name":"Brad Hibbert","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02627808004122729,"gpt":0.2160755398235253,"spread":0.1897974597822981,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001391297,0.001333091,0.0006582559,0.001897889,0.009606249,0.01295033,0.001435424,0.002384312,0.02997993],"category_scores_gemma":[0.004191704,0.0005733031,0.0005450353,0.001613072,0.008832265,0.01483438,0.007340157,0.008741003,0.0136958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004809896,"about_ca_system_score_gemma":0.002717132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003862307,"about_ca_topic_score_gemma":0.007721796,"domain_scores_codex":[0.998289,0.0004738127,0.00003919415,0.0002245803,0.0007617013,0.0002116207],"domain_scores_gemma":[0.998779,0.0005393696,0.00004482053,0.0001313894,0.000268644,0.0002368086],"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":[0.00002773001,0.00004830612,0.0001568608,0.0002139459,0.00001182942,0.0003419581,0.02288228,0.0003829481,0.0003436164,0.3731547,0.5224125,0.08002336],"study_design_scores_gemma":[0.000001927063,0.00001003222,0.00006453617,0.0002176702,0.000001857409,0.0001738719,0.002999566,0.00007565001,0.00008116974,0.03704218,0.9593239,0.000007651734],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004517025,0.04538559,0.008536309,0.04963947,0.009212929,0.00008484579,0.0001356964,0.0005055541,0.8819826],"genre_scores_gemma":[0.04798791,0.02162294,0.004190884,0.0194936,0.003376514,0.0001228847,0.0001926332,0.0008294707,0.9021832],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02997993,"threshold_uncertainty_score":0.1002929,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4200275056","doi":"10.1007/978-1-4842-7358-6_8","title":"Servers","year":2021,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Mobile Agent-Based Network Management","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":"Regional Municipality of Niagara","funders":"","keywords":"Server; Computer science; Cloud computing; Operating system; Cloud server; Computer network","authors":[{"name":"Sloan Kelly","is_ca":true},{"name":"Khagendra Kumar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02234594203336767,"gpt":0.2062314387136022,"spread":0.1838854966802345,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004471194,0.001550979,0.0006544128,0.001503254,0.001987239,0.008283983,0.002068756,0.002097919,0.332318],"category_scores_gemma":[0.001492925,0.0009679787,0.00061186,0.002984788,0.0006297685,0.008258872,0.003130904,0.002504009,0.3808149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001627753,"about_ca_system_score_gemma":0.00129739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002614924,"about_ca_topic_score_gemma":0.003460624,"domain_scores_codex":[0.9992136,0.00006805938,0.00004086989,0.0001492507,0.0004250038,0.0001032848],"domain_scores_gemma":[0.9991871,0.00007929996,0.00003131949,0.0002151251,0.0003511661,0.0001360504],"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":[0.00004941387,0.00006236856,0.0001236406,0.0002793962,0.000008679714,0.00007073169,0.000229441,0.0004963554,0.002615379,0.1012248,0.753356,0.1414838],"study_design_scores_gemma":[0.000003012558,0.000004697503,0.00004264522,0.00002463711,0.00000164175,0.00005904958,0.00002441037,0.0002175936,0.0003933249,0.003616984,0.9956076,0.000004504006],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001276595,0.004082744,0.03383878,0.001710513,0.002494182,0.0002838147,0.004019236,0.01497532,0.9373189],"genre_scores_gemma":[0.006028642,0.003908028,0.009685202,0.0008637661,0.0004373018,0.0001101384,0.004670932,0.002646022,0.97165],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.332318,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4205875078","doi":"10.1007/978-1-4842-7493-4_9","title":"Working with Focus Area and Select and Mask Properties","year":2022,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Dialog box; Focus (optics); Workspace; Variety (cybernetics); Selection (genetic algorithm); Computer science; Artificial intelligence; World Wide Web; Robot","authors":[{"name":"Jennifer Harder","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02232414671444514,"gpt":0.1555394386594594,"spread":0.1332152919450142,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004517337,0.001223395,0.0004631185,0.0009771205,0.001048932,0.00264062,0.0009735419,0.0009206627,0.09419765],"category_scores_gemma":[0.0009849891,0.0004954535,0.0005394151,0.001038472,0.0008496844,0.004468581,0.001355173,0.002020887,0.05065772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004668839,"about_ca_system_score_gemma":0.0005352512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001124346,"about_ca_topic_score_gemma":0.002504938,"domain_scores_codex":[0.9996209,0.00004531793,0.00001232616,0.00006505127,0.0002311041,0.00002537254],"domain_scores_gemma":[0.9996786,0.0001737563,0.00001118242,0.00004540828,0.00007167459,0.00001946341],"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":[0.00004809858,0.00007760079,0.0002175219,0.0006259514,0.000009157103,0.0003628865,0.001396918,0.001778437,0.01068601,0.1821567,0.2662283,0.5364123],"study_design_scores_gemma":[0.000004649187,0.00002488164,0.0001910011,0.0001280172,0.000004965169,0.0005288764,0.0001477876,0.001029354,0.003549452,0.01859785,0.9757784,0.00001468015],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.001460745,0.004466793,0.1967272,0.000796665,0.0007818301,0.0001026362,0.0002225562,0.003883868,0.7915578],"genre_scores_gemma":[0.01402454,0.006796926,0.1367281,0.001321409,0.0003253416,0.0001867088,0.0006215287,0.003383832,0.8366117],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.09419765,"threshold_uncertainty_score":0.3151225,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4239356490","doi":"10.1007/978-1-4302-0380-3_4","title":"Geocoding Addresses","year":2007,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Geocoding; Geographic coordinate system; Latitude; Longitude; Geography; Cartography; Computer science; Geodesy","authors":[{"name":"Andre Lewis","is_ca":false},{"name":"Michael Purvis","is_ca":false},{"name":"Jeffrey Sambells","is_ca":false},{"name":"Cameron J. Turner","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1272130467249808,"gpt":0.3378092701454196,"spread":0.2105962234204388,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006072851,0.0008175771,0.0003298237,0.003842097,0.001466161,0.003313925,0.001258729,0.00125289,0.1422119],"category_scores_gemma":[0.003926731,0.0003308513,0.0004566459,0.007843322,0.0009603052,0.005939709,0.002500927,0.001929312,0.09870718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001244019,"about_ca_system_score_gemma":0.001272074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005471171,"about_ca_topic_score_gemma":0.006581165,"domain_scores_codex":[0.9993355,0.0001286015,0.00003765549,0.0001125983,0.000321534,0.00006415403],"domain_scores_gemma":[0.998937,0.0002167833,0.00007635062,0.0003085802,0.0004187012,0.00004261459],"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":[0.00001538526,0.00001582358,0.0004662752,0.000178996,0.000004910642,0.00005400695,0.001242354,0.0003916797,0.0006035178,0.2208081,0.4474969,0.328722],"study_design_scores_gemma":[0.000001329328,0.00000286975,0.0001848004,0.00008873825,0.000001692917,0.00006622045,0.0002687795,0.0001038081,0.0002980126,0.00795893,0.99102,0.000004870737],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.0020961,0.003454531,0.05150025,0.005799314,0.004600139,0.0001407535,0.006615147,0.002741187,0.9230525],"genre_scores_gemma":[0.04638204,0.01227804,0.05654432,0.0030475,0.001389667,0.0002557985,0.01746215,0.001962086,0.8606784],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1422119,"threshold_uncertainty_score":0.4757461,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4200151677","doi":"10.1007/978-1-4842-7416-3_2","title":"Initial Preparation","year":2021,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Robotic Process Automation Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Emmanuel Bible College","funders":"","keywords":"Business; Management; Economics","authors":[{"name":"Robert Fantina","is_ca":true},{"name":"Andriy Storozhuk","is_ca":false},{"name":"Kamal Goyal","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02243705338888597,"gpt":0.2560764468546717,"spread":0.2336393934657858,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001524006,0.0006850431,0.0005229994,0.001524075,0.001672589,0.003856756,0.001434716,0.001440086,0.7349632],"category_scores_gemma":[0.006450722,0.0004374766,0.0005205952,0.001116942,0.0004272248,0.001725096,0.002424197,0.001996717,0.5761296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001665364,"about_ca_system_score_gemma":0.002718251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001680836,"about_ca_topic_score_gemma":0.005451345,"domain_scores_codex":[0.9992054,0.0001232023,0.00003788048,0.0001161595,0.0004030578,0.0001142327],"domain_scores_gemma":[0.9955081,0.0006118374,0.00008131238,0.0004403497,0.002255701,0.001102654],"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":[0.00006277914,0.00004508545,0.00007563797,0.0001272889,0.000001045824,0.0000949482,0.0001200508,0.00005833261,0.0006406166,0.003680011,0.9319429,0.06315126],"study_design_scores_gemma":[0.000006466419,0.0000292639,0.0002071787,0.00005649023,9.466407e-7,0.00006144572,0.00009283629,0.0000280141,0.0002667653,0.001078553,0.9981686,0.000003492982],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001989819,0.001073435,0.008253647,0.005445332,0.008330185,0.001587504,0.007071446,0.002919489,0.9633291],"genre_scores_gemma":[0.00308251,0.0004851335,0.002428867,0.0008945694,0.0005265648,0.0003250869,0.002566677,0.0006582901,0.9890323],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7349632,"threshold_uncertainty_score":0.3780428,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4312123790","doi":"10.1007/978-1-4842-8710-1_8","title":"Basic Filters and Smart Filters","year":2022,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Industrial Vision Systems and Defect Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Focus (optics); Distortion (music); Filter (signal processing); Computer science; Computer vision; Artificial intelligence; Optics; Physics; Telecommunications","authors":[{"name":"Jennifer Harder","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02201976901032654,"gpt":0.1921292520527213,"spread":0.1701094830423948,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003277802,0.001103079,0.0005992919,0.001377615,0.000731042,0.002561113,0.0009128933,0.001772091,0.07754264],"category_scores_gemma":[0.0008923966,0.0007064288,0.0005952363,0.001353371,0.001038467,0.00334882,0.0008651773,0.002039639,0.06032568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006751945,"about_ca_system_score_gemma":0.0004543694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009546748,"about_ca_topic_score_gemma":0.001396675,"domain_scores_codex":[0.9996133,0.00002138142,0.00001451919,0.00008202997,0.0002375459,0.00003129134],"domain_scores_gemma":[0.9997198,0.00007883372,0.00001157924,0.00004321767,0.0001264095,0.0000201253],"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":[0.0000887069,0.00004413742,0.0001634935,0.0006560055,0.00001760456,0.0001192729,0.000251733,0.001629402,0.01706155,0.1717719,0.1637271,0.644469],"study_design_scores_gemma":[0.000007916346,0.00003458212,0.0003383031,0.0001807107,0.00001002936,0.000511186,0.00005895501,0.002369976,0.006329518,0.05715135,0.932977,0.00003049284],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002586321,0.0264357,0.4981178,0.001904224,0.00222296,0.0001844968,0.0009630005,0.006428053,0.4611574],"genre_scores_gemma":[0.021289,0.02284201,0.3248497,0.00181552,0.0009067368,0.0002215434,0.001418012,0.001781211,0.6248763],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.07754264,"threshold_uncertainty_score":0.259406,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4231765250","doi":"10.1007/978-1-4842-3627-7_11","title":"Remediation","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Information and Cyber Security","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":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Environmental remediation; Vendor; Implementation; Vulnerability (computing); Computer security; Business; Public disclosure; Service (business); Internet privacy; Computer science; Engineering; Marketing","authors":[{"name":"Morey J. Haber","is_ca":false},{"name":"Brad Hibbert","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02028740640663345,"gpt":0.2213158162234698,"spread":0.2010284098168363,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00233916,0.001354419,0.0006963149,0.002508534,0.002374832,0.005377841,0.003045816,0.003712912,0.06012099],"category_scores_gemma":[0.007095632,0.0004755577,0.001105496,0.001121212,0.002566759,0.008332326,0.00477009,0.005060164,0.02394195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00244662,"about_ca_system_score_gemma":0.002759499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001994716,"about_ca_topic_score_gemma":0.002530908,"domain_scores_codex":[0.997438,0.0004123301,0.0001311322,0.0004593281,0.00130156,0.0002577198],"domain_scores_gemma":[0.997004,0.0006515374,0.0002771333,0.0008490764,0.001055708,0.0001624628],"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":[0.00003126583,0.0001434877,0.000472692,0.0005621293,0.00002979065,0.0003307029,0.001575565,0.001741491,0.00251367,0.3663227,0.2828304,0.3434462],"study_design_scores_gemma":[0.000006743304,0.0000320946,0.0002316579,0.0003945614,0.00001422064,0.0004746222,0.0004226252,0.0007895264,0.001568193,0.04517472,0.9508692,0.00002181195],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00417879,0.01724766,0.1013293,0.02446953,0.007114612,0.0004346048,0.0003955914,0.003404833,0.8414251],"genre_scores_gemma":[0.08659299,0.0223817,0.05847011,0.01311993,0.001919709,0.0002953352,0.0007454408,0.001733726,0.814741],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06012099,"threshold_uncertainty_score":0.2011248,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4243148337","doi":"10.1007/978-1-4842-3988-9_4","title":"JavaScript Strings","year":2019,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Computational Physics and Python Applications","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":"Hamilton Health Sciences","funders":"","keywords":"String (physics); JavaScript; Computer science; Encryption; Focus (optics); Programming language; Object (grammar); Theoretical computer science; Decoding methods; Encoding (memory); Algorithm; Artificial intelligence; Computer security; Physics; Theoretical physics","authors":[{"name":"Sammie Bae","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02404695273143644,"gpt":0.2286450354130452,"spread":0.2045980826816088,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000741359,0.001798181,0.0007335834,0.001650275,0.001007253,0.004399484,0.001706523,0.001255715,0.1670205],"category_scores_gemma":[0.003617843,0.0009351698,0.0009091898,0.002554284,0.0008131376,0.006540207,0.002167748,0.004164195,0.1813519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008669453,"about_ca_system_score_gemma":0.001232323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007108245,"about_ca_topic_score_gemma":0.001019365,"domain_scores_codex":[0.999055,0.0001120984,0.00006435739,0.0001670385,0.0005326226,0.00006900854],"domain_scores_gemma":[0.998555,0.0005459075,0.00006355262,0.0002292465,0.0004814209,0.0001248909],"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":[0.00004763543,0.00006846326,0.0001429079,0.0006735284,0.0000107292,0.0001210357,0.0005469432,0.0006483974,0.004316528,0.1017188,0.5794908,0.3122143],"study_design_scores_gemma":[0.000002587289,0.000004537401,0.00004622987,0.00009637009,0.000001518739,0.0001292773,0.0000181676,0.000224499,0.0007217752,0.009240101,0.9895076,0.000007305824],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.001180578,0.006075885,0.2383868,0.002111268,0.00330241,0.00038675,0.005985267,0.04042185,0.7021493],"genre_scores_gemma":[0.00693546,0.007854325,0.1189511,0.00290121,0.0008557611,0.0003913443,0.009976402,0.02694185,0.8251926],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1670205,"threshold_uncertainty_score":0.5587392,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409930327","doi":"10.1007/979-8-8688-1460-0_1","title":"Introduction to JavaScript Syntax","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Distributed and Parallel Computing Systems","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":"Brampton Civic Hospital","funders":"","keywords":"JavaScript; Syntax; Unobtrusive JavaScript; Programming language; Computer science; Linguistics; Natural language processing; Philosophy; Rich Internet application","authors":[{"name":"Sonu Kapoor","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01363798447412228,"gpt":0.2194078201850173,"spread":0.205769835710895,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005707045,0.001115371,0.0005872191,0.001699297,0.0009721933,0.003061974,0.001096345,0.001060329,0.06219612],"category_scores_gemma":[0.002222237,0.0008464972,0.0006506023,0.002556798,0.001048888,0.004310241,0.001495682,0.004294422,0.05259923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007737059,"about_ca_system_score_gemma":0.001523527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00124413,"about_ca_topic_score_gemma":0.001360605,"domain_scores_codex":[0.9993666,0.00007599422,0.00005649771,0.0001150638,0.0003452126,0.00004061332],"domain_scores_gemma":[0.9987154,0.0005438316,0.00005627768,0.0001310497,0.0004466963,0.0001067082],"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":[0.00005598076,0.00007418983,0.000199352,0.001075823,0.00001126794,0.0002900201,0.001354979,0.00126366,0.006201087,0.1767503,0.404898,0.4078253],"study_design_scores_gemma":[0.000002914238,0.000007482081,0.00007101124,0.0002074743,0.000001885247,0.0003124709,0.00002234881,0.0002226437,0.0003398701,0.01479165,0.9840103,0.000009939467],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001622761,0.03633839,0.3608471,0.00529346,0.004922204,0.0003553392,0.003685256,0.01734965,0.5695859],"genre_scores_gemma":[0.01311166,0.05189119,0.269751,0.006874834,0.002886567,0.0005713388,0.005996583,0.01392632,0.6349906],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06219612,"threshold_uncertainty_score":0.2080668,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}