{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":192,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":192,"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":"acf82dca8854","filters":{"venue":"IFIP advances in information and communication technology"}},"results":[{"id":"W2487064028","doi":"10.1007/978-0-387-35505-4","title":"Organizational and Social Perspectives on Information Technology","year":2000,"lang":"en","type":"book","venue":"IFIP advances in information and communication technology","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":124,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"University of California, Los Angeles; Aalborg Universitet; Curtin University of Technology; University of Warwick; University of Southampton; University of the Sunshine Coast; University of Alberta; Griffith University; Georgia State University; Copenhagen Business School; London School of Economics and Political Science; University of Cambridge; Southern Methodist University; Yale University; Virginia Commonwealth University; Norges Teknisk-Naturvitenskapelige Universitet; Universitetet i Oslo; Syracuse University; Northern Illinois University","keywords":"Knowledge management; Information technology; Business; Computer science","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.006801454031821507,"gpt":0.2683406663358903,"spread":0.2615392123040687,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002025848,0.0009851003,0.0004378093,0.003475766,0.002649877,0.009940309,0.0009972621,0.003769421,0.009161053],"category_scores_gemma":[0.002318643,0.0003595416,0.0003871126,0.005541134,0.01197723,0.01206268,0.002038968,0.002896409,0.001101168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003588279,"about_ca_system_score_gemma":0.002160694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002711863,"about_ca_topic_score_gemma":0.003031451,"domain_scores_codex":[0.9984346,0.0007761868,0.00004315833,0.00009677342,0.0004777025,0.0001714608],"domain_scores_gemma":[0.9972042,0.002150072,0.000128359,0.0001315851,0.0002106339,0.0001750732],"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":[0.000002361407,0.000009659789,0.00002763415,0.00002684345,0.000001658668,0.00002707352,0.001286234,0.0001439151,0.00003772559,0.9884346,0.005467583,0.00453474],"study_design_scores_gemma":[0.000005643242,0.00001227639,0.0002488969,0.0001429836,0.000006176081,0.00009509204,0.002887123,0.0004240265,0.00009021354,0.7868649,0.2092168,0.000005863517],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007215201,0.04299044,0.0140277,0.0432689,0.001601795,0.00002257479,0.00007398501,0.00004543953,0.8907539],"genre_scores_gemma":[0.6328182,0.1144546,0.01105639,0.008008508,0.008434542,0.0003638676,0.0002490311,0.0001513474,0.2244635],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9973501,"threshold_uncertainty_score":0.0306468,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1852182718","doi":"10.1007/978-0-387-35497-2_21","title":"Formulation of the Interaction Test Coverage Problem as an Integer Program","year":2002,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":41,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Integer programming; Completeness (order theory); Cover (algebra); Computer science; Set (abstract data type); Integer (computer science); Set cover problem; Mathematical optimization; Test (biology); Function (biology); Test case; Theoretical computer science; Mathematics; Algorithm; Engineering; Programming language; Machine learning","authors":[{"name":"Alan Williams","is_ca":true},{"name":"Robert L. Probert","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01311646594027308,"gpt":0.2831618641821669,"spread":0.2700453982418938,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001971719,0.001390204,0.001142467,0.001183563,0.0003965689,0.002293519,0.001630541,0.001673963,0.01076663],"category_scores_gemma":[0.007126727,0.0007417465,0.001112956,0.001413717,0.001395554,0.002234688,0.001255879,0.002133074,0.0006841107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001392794,"about_ca_system_score_gemma":0.001909222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005672589,"about_ca_topic_score_gemma":0.004899858,"domain_scores_codex":[0.9984362,0.000594606,0.00006666403,0.0002672333,0.0004170593,0.0002183421],"domain_scores_gemma":[0.9958691,0.003430197,0.0002176825,0.0001186154,0.0002827966,0.00008150128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001025502,0.0001479299,0.0005976699,0.0003619952,0.00005149208,0.0002336165,0.0001361342,0.7687445,0.001292626,0.1663871,0.007886538,0.05405781],"study_design_scores_gemma":[0.00004838565,0.00005349509,0.0001875436,0.00005047377,0.00002876974,0.0000845733,0.00004458392,0.9159167,0.0005911617,0.07964471,0.003334985,0.00001458138],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01336635,0.0004009002,0.960831,0.001106291,0.0000901123,0.0001757768,0.0005779928,0.0003145474,0.02313707],"genre_scores_gemma":[0.3379785,0.001025522,0.6385446,0.0004635942,0.0003278475,0.001006739,0.001469652,0.0003542603,0.01882927],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01076663,"threshold_uncertainty_score":0.03601795,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2552602670","doi":"10.1007/978-3-319-49733-4_9","title":"A Relational Approach to Materiality and Organizing: The Case of a Creative Idea","year":2016,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":37,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Materiality (auditing); Sociality; Epistemology; Aesthetics; Sociology; Philosophy","authors":[{"name":"Thomas Martine","is_ca":true},{"name":"François Cooren","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01656631092310318,"gpt":0.227000874885689,"spread":0.2104345639625858,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003914405,0.000571261,0.0004836049,0.001609322,0.0103551,0.01702867,0.002561912,0.005149473,0.01173053],"category_scores_gemma":[0.005387894,0.0005128771,0.0008962058,0.002545385,0.04041035,0.01547798,0.006556198,0.004607726,0.001094757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004253593,"about_ca_system_score_gemma":0.003001217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003599888,"about_ca_topic_score_gemma":0.004129924,"domain_scores_codex":[0.9970279,0.001902658,0.00005945762,0.0002404598,0.000371305,0.000398282],"domain_scores_gemma":[0.9973187,0.001767665,0.0001436695,0.0003589963,0.0001255066,0.0002854534],"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":[0.000005392099,0.000008075148,0.00002911744,0.00001000627,9.282315e-7,0.0001497489,0.006913239,0.0001276696,0.00004587496,0.9907878,0.000454865,0.001467333],"study_design_scores_gemma":[0.00002674957,0.00002118446,0.0001243899,0.00008020613,0.000006180729,0.0004144139,0.01811858,0.001232808,0.0001868213,0.9182272,0.06154792,0.00001344505],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0491197,0.002936931,0.04942016,0.01044323,0.0002336753,0.00009083064,0.0000360085,0.0000678353,0.8876516],"genre_scores_gemma":[0.9295364,0.001594914,0.01795265,0.0005209109,0.000124221,0.0001438297,0.00003715084,0.000112563,0.04997732],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01702867,"threshold_uncertainty_score":0.03924251,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1573864481","doi":"10.1007/978-0-387-35610-5_14","title":"A Framework for Rapid Mid-Fidelity Prototyping of Web Sites","year":2002,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Usability and User Interface Design","field":"Computer Science","cited_by":35,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Fidelity; Rapid prototyping; Computer science; Software engineering; Usability; Software prototyping; Systems engineering; Human–computer interaction; Engineering; Programming language; Software development; Software","authors":[{"name":"Daniel Engelberg","is_ca":true},{"name":"Ahmed Seffah","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03232336412132997,"gpt":0.2916989743989578,"spread":0.2593756102776278,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006504957,0.001571622,0.001026793,0.001664099,0.001401491,0.004973033,0.00469903,0.002629939,0.01196282],"category_scores_gemma":[0.0157354,0.001724441,0.001121658,0.0007203569,0.002247673,0.00373702,0.004297676,0.002393279,0.004030412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001168471,"about_ca_system_score_gemma":0.002035571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004648262,"about_ca_topic_score_gemma":0.005307436,"domain_scores_codex":[0.9948522,0.00171725,0.0004268887,0.0003847137,0.002302393,0.0003164248],"domain_scores_gemma":[0.9930897,0.002960493,0.0003212177,0.001694164,0.001617352,0.0003170669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002423845,0.0003286862,0.0008159662,0.000903125,0.00006681322,0.0007272103,0.00343675,0.06905361,0.06040238,0.2609717,0.01244417,0.5906073],"study_design_scores_gemma":[0.0001803667,0.0005050703,0.0008920566,0.000761953,0.0000942568,0.001826734,0.0009768204,0.5667641,0.07389438,0.1575619,0.1962369,0.0003054529],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000722778,0.00006568259,0.9945804,0.0000438943,0.00001607802,0.0002004573,0.00002880809,0.002607364,0.001734475],"genre_scores_gemma":[0.01530412,0.00008925844,0.9820209,0.0000222432,0.000007117942,0.0004978303,0.00006900093,0.0003787251,0.001610912],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01196282,"threshold_uncertainty_score":0.04001963,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2506197360","doi":"10.1007/978-3-642-41501-2","title":"Product Lifecycle Management for Society","year":2013,"lang":"en","type":"book","venue":"IFIP advances in information and communication technology","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Product management; Product lifecycle; Product (mathematics); Application lifecycle management; Business; Process management; New product development; Knowledge management; Computer science; Marketing; Mathematics","authors":[{"name":"Alain Bernard","is_ca":false},{"name":"Louis Rivest","is_ca":true},{"name":"Debasish Dutta","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003878695200717428,"gpt":0.2091255250253616,"spread":0.2052468298246442,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007041996,0.0007744963,0.000487624,0.001134322,0.0009382805,0.004439776,0.0006696666,0.001022208,0.01820328],"category_scores_gemma":[0.001209822,0.0003006258,0.0003726398,0.001944961,0.0009372419,0.004528234,0.001833568,0.001606435,0.009174857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002229198,"about_ca_system_score_gemma":0.002934081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00323429,"about_ca_topic_score_gemma":0.003496942,"domain_scores_codex":[0.9994119,0.00009498387,0.00003199318,0.00007843021,0.0003352753,0.00004735839],"domain_scores_gemma":[0.9996598,0.00006903485,0.00003143919,0.00008501414,0.0001245199,0.00003019691],"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":[0.00001135286,0.00003276169,0.0001769338,0.0001851757,0.00001164834,0.00005722645,0.0005628119,0.001279932,0.0007521659,0.2229158,0.2361732,0.5378411],"study_design_scores_gemma":[0.000001759274,0.00001061334,0.000196455,0.0001152301,0.000005564109,0.00005389483,0.0001932302,0.000875667,0.0002480614,0.06056582,0.9377276,0.000006054732],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003269957,0.0422308,0.1153309,0.01641421,0.004198868,0.0001916193,0.0004515591,0.00159396,0.8163182],"genre_scores_gemma":[0.04774923,0.04864277,0.0627243,0.002703215,0.001597485,0.0002525365,0.001214874,0.0006784822,0.834437],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01820328,"threshold_uncertainty_score":0.06089604,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W165359872","doi":"10.1007/978-0-387-35610-5_16","title":"User Satisfaction, Aesthetics and Usability","year":2002,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Color perception and design","field":"Psychology","cited_by":30,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Usability; USable; Web site; Web usability; Computer user satisfaction; Human–computer interaction; Computer science; User satisfaction; World Wide Web; Appeal; Usability lab; User experience design; Usability engineering; User interface design; The Internet; Political science","authors":[{"name":"Gitte Lindgaard","is_ca":true},{"name":"Cathy Dudek","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01771390161702425,"gpt":0.2939622101383749,"spread":0.2762483085213507,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006214053,0.0003641357,0.0003136682,0.0006105315,0.0003591337,0.002847163,0.0003201175,0.0005993056,0.01078914],"category_scores_gemma":[0.002322653,0.0001827232,0.0002261468,0.001190042,0.001121353,0.001558606,0.000561081,0.0007698822,0.0007395378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004638649,"about_ca_system_score_gemma":0.000332512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001007014,"about_ca_topic_score_gemma":0.001450399,"domain_scores_codex":[0.9994577,0.0002336129,0.00002258589,0.00004105851,0.0002056527,0.00003933682],"domain_scores_gemma":[0.999135,0.0006200637,0.00007414523,0.00003630081,0.00009351603,0.00004105292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000250548,0.0003081625,0.009734198,0.001102839,0.0000631096,0.0002086282,0.00543049,0.001453622,0.005706736,0.2191371,0.02475539,0.7318491],"study_design_scores_gemma":[0.00006312451,0.0009967823,0.1460362,0.001056933,0.0001282009,0.002189886,0.01344966,0.009274872,0.004998078,0.5690342,0.252632,0.0001400854],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2209942,0.08503993,0.03212294,0.006894323,0.0006466939,0.00008605937,0.0003157089,0.0002828506,0.6536173],"genre_scores_gemma":[0.8955787,0.02000236,0.005959118,0.000606164,0.0003629119,0.0001209734,0.000127777,0.0001046374,0.07713743],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01078914,"threshold_uncertainty_score":0.03609324,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1877887853","doi":"10.1007/978-0-387-35516-0_18","title":"An Approach for Testing Real Time Protocol Entities","year":2000,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Formal Methods in Verification","field":"Computer Science","cited_by":22,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal; Université de Montréal; Université de Sherbrooke","funders":"","keywords":"Computer science; Protocol (science); Transformation (genetics); Test (biology); Architecture; State (computer science); Programming language; Embedded system","authors":[{"name":"Ahmed Khoumsi","is_ca":true},{"name":"Mehdi Akalay","is_ca":true},{"name":"Rachida Dssouli","is_ca":true},{"name":"Abdeslam En‐Nouaary","is_ca":true},{"name":"Louis Granger","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02392288909567344,"gpt":0.3132298438549818,"spread":0.2893069547593083,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003940463,0.001747901,0.0009588627,0.001667957,0.001077803,0.002434932,0.0048347,0.002971944,0.006753691],"category_scores_gemma":[0.007991249,0.001118999,0.001668107,0.001119645,0.003951177,0.006711154,0.003957108,0.003855741,0.002033442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0011821,"about_ca_system_score_gemma":0.002397635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001941198,"about_ca_topic_score_gemma":0.002520189,"domain_scores_codex":[0.9929031,0.002410562,0.0003959483,0.001179287,0.002707893,0.0004032569],"domain_scores_gemma":[0.9925506,0.003455634,0.0003089717,0.002516052,0.0009666752,0.0002021056],"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":[0.0003283382,0.0007602753,0.001899746,0.000700137,0.0002048709,0.0007717652,0.0014275,0.03258934,0.05386356,0.5429885,0.008890762,0.3555753],"study_design_scores_gemma":[0.0001900339,0.0006670583,0.0006396191,0.0001943252,0.0003560064,0.001731017,0.0005681086,0.3441986,0.08329937,0.5183629,0.0496623,0.000130694],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003018824,0.00005735008,0.9912732,0.000205367,0.00003874864,0.0001618845,0.00004128597,0.001289415,0.0039139],"genre_scores_gemma":[0.09729359,0.0001253038,0.8924142,0.0003364843,0.000035022,0.0004523925,0.0001602332,0.0003077933,0.008875067],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006753691,"threshold_uncertainty_score":0.02259332,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1511130282","doi":"10.1007/978-3-642-02032-2_17","title":"An Empirical Study of the Reuse of Software Licensed under the GNU General Public License","year":2009,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":22,"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":"European Commission","keywords":"License; Open source software; Reuse; Software; Software engineering; Computer science; Empirical research; World Wide Web; Engineering; Operating system; Mathematics","authors":[{"name":"Daniel M. Germán","is_ca":true},{"name":"Jesus M. Gonzalez-Barahona","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02020053322823536,"gpt":0.299834810821303,"spread":0.2796342775930676,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.009660882,0.000208383,0.0003566616,0.003790881,0.001460925,0.002491194,0.001413359,0.001091138,0.004189837],"category_scores_gemma":[0.1045723,0.0003433442,0.0003013222,0.005436332,0.003499781,0.005765219,0.002248165,0.001810875,0.0009089495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001600557,"about_ca_system_score_gemma":0.00105079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007832339,"about_ca_topic_score_gemma":0.01004119,"domain_scores_codex":[0.9890616,0.005079472,0.0009176676,0.0009140412,0.003480449,0.0005468047],"domain_scores_gemma":[0.7611529,0.1714699,0.04141295,0.0101621,0.01225639,0.003545642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001681113,0.001272463,0.9027017,0.0002298337,0.00006950217,0.0007229726,0.05720789,0.0002653121,0.0008115246,0.003508812,0.001295425,0.03174653],"study_design_scores_gemma":[0.0000144817,0.0004134127,0.9394787,0.0001420433,0.00002949419,0.0007513209,0.05111428,0.001524673,0.0007077581,0.0009081486,0.00487471,0.00004100068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967521,0.000117373,0.0002419359,0.0001129317,0.000002171704,0.00001827997,0.00005503327,0.000004041779,0.002696153],"genre_scores_gemma":[0.9982869,0.0001642104,0.0003414028,0.00003663019,0.000005299098,0.00002259503,0.0001082145,0.000009687541,0.001025001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9985867,"threshold_uncertainty_score":0.05109227,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1481632754","doi":"10.1007/978-3-642-02032-2_4","title":"Design Evolution of an Open Source Project Using an Improved Modularity Metric","year":2009,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":21,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Modularity (biology); Computer science; Metric (unit); Source code; Software engineering; Software; Theoretical computer science; Distributed computing; Programming language; Engineering; Operations management","authors":[{"name":"Roberto Milev","is_ca":true},{"name":"Steven Muegge","is_ca":true},{"name":"Michael Weiß","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03391871720159052,"gpt":0.3117577374971842,"spread":0.2778390202955937,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003522081,0.000424263,0.0003084704,0.001160878,0.0005055594,0.001223443,0.001021842,0.0007522366,0.001633755],"category_scores_gemma":[0.009664715,0.0003792515,0.0006559942,0.0007907599,0.0006317246,0.001613863,0.001210025,0.0007553402,0.0003685289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007332775,"about_ca_system_score_gemma":0.001323379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001266048,"about_ca_topic_score_gemma":0.002478385,"domain_scores_codex":[0.9966515,0.001072135,0.0002321172,0.0003351008,0.001545468,0.0001636307],"domain_scores_gemma":[0.9945182,0.00145274,0.0005485338,0.001184529,0.002008186,0.0002877119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002485685,0.0002690084,0.01001684,0.0005454582,0.0001201625,0.0004776524,0.002031668,0.1447171,0.09786809,0.08411824,0.002965087,0.6566222],"study_design_scores_gemma":[0.00009704386,0.001114198,0.00486349,0.000125777,0.0002034684,0.0007788098,0.0004659962,0.8735211,0.04757579,0.03940089,0.0317739,0.000079534],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08073802,0.00009702151,0.9119868,0.0001680179,0.00003593948,0.0001382228,0.00003942477,0.0008441962,0.005952305],"genre_scores_gemma":[0.337689,0.00009128202,0.6580042,0.00005042274,0.00001204412,0.0001692093,0.0001229364,0.0004792291,0.003381646],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003522081,"threshold_uncertainty_score":0.01862675,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2594711403","doi":"10.1007/978-3-319-54660-5","title":"Product Lifecycle Management for Digital Transformation of Industries","year":2016,"lang":"en","type":"book","venue":"IFIP advances in information and communication technology","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Product lifecycle; Application lifecycle management; Product management; Product (mathematics); System lifecycle; Digital transformation; Product design specification; Engineering management; Business; Engineering; Computer science; Process management; Manufacturing engineering; Systems engineering; New product development; Product design; Marketing; World Wide Web; Operating system; Mathematics","authors":[{"name":"Ramy Harik","is_ca":true},{"name":"Louis Rivest","is_ca":false},{"name":"Alain Bernard","is_ca":false},{"name":"Benoît Eynard","is_ca":false},{"name":"Abdelaziz Bouras","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007746756865664312,"gpt":0.2258505712622561,"spread":0.2181038143965918,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007683091,0.0006607352,0.0003849677,0.001507788,0.0005308953,0.003221971,0.0008542092,0.0007396007,0.01086422],"category_scores_gemma":[0.001182751,0.0002447662,0.0004800146,0.002179935,0.0005830161,0.003393481,0.001226562,0.001179195,0.003686173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001566332,"about_ca_system_score_gemma":0.001587068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001839674,"about_ca_topic_score_gemma":0.001977488,"domain_scores_codex":[0.9992498,0.00009866628,0.00003594706,0.00007083416,0.0004965183,0.00004826487],"domain_scores_gemma":[0.9996077,0.0001278917,0.00005423971,0.00007452166,0.0001112568,0.00002434329],"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":[0.00002120306,0.00005227374,0.0001813474,0.0003179769,0.00001024295,0.00006556676,0.0003285695,0.00224569,0.002093782,0.1077163,0.05155133,0.8354157],"study_design_scores_gemma":[0.00001236274,0.00005424159,0.0008581767,0.0006681171,0.00002477669,0.0003143617,0.000416465,0.01357157,0.003211907,0.10522,0.8756251,0.00002287932],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009763988,0.06142644,0.3988098,0.007227781,0.001741304,0.0003441725,0.0005300557,0.002863894,0.5172926],"genre_scores_gemma":[0.1550551,0.06865901,0.3363073,0.001562771,0.0009697717,0.0003845957,0.001943909,0.000790895,0.4343266],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01086422,"threshold_uncertainty_score":0.03634447,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W18950247","doi":"10.1007/978-3-642-04568-4_8","title":"Issues and Experiences in Logistics Collaboration","year":2009,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":18,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Business; Field (mathematics); Knowledge management; Collaborative model; Process management; Computer science","authors":[{"name":"Nadia Lehoux","is_ca":true},{"name":"Jean‐François Audy","is_ca":true},{"name":"Sophie D’Amours","is_ca":true},{"name":"Mikael Rönnqvist","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0146030609767368,"gpt":0.2721147835061853,"spread":0.2575117225294485,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008218857,0.0005059429,0.0004404152,0.001491239,0.01883925,0.02154262,0.002313814,0.005740846,0.01830302],"category_scores_gemma":[0.007535564,0.0004180111,0.0003855768,0.006332501,0.01241032,0.02063354,0.01355854,0.00601822,0.002520379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007360618,"about_ca_system_score_gemma":0.00542917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006825157,"about_ca_topic_score_gemma":0.0121602,"domain_scores_codex":[0.9897677,0.00780686,0.0001554761,0.0003291309,0.0006757319,0.001265103],"domain_scores_gemma":[0.9956582,0.002443951,0.0001736405,0.0001659211,0.0002892808,0.001269126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001204172,0.0002311203,0.0009552293,0.0003093023,0.000007471801,0.002197283,0.4990629,0.000273996,0.0002343918,0.4024468,0.03734572,0.05681548],"study_design_scores_gemma":[0.00001494735,0.0000510762,0.0003725835,0.0003266707,0.000002793951,0.0007757242,0.4305162,0.0001081618,0.0001477131,0.02401836,0.5436469,0.00001884996],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1391255,0.03127301,0.005140639,0.07223742,0.001839718,0.00007341454,0.0001107821,0.0001228302,0.7500767],"genre_scores_gemma":[0.7765805,0.02467914,0.002794754,0.008121977,0.0006714256,0.0001496237,0.0001692438,0.0001735903,0.1866598],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02154262,"threshold_uncertainty_score":0.06122977,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1569002029","doi":"10.1007/978-0-387-35697-6_2","title":"Privilege Administration for the Role Graph Model","year":2003,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Access Control and Trust","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Privilege (computing); Graph; Computer science; Theoretical computer science; Object (grammar); Computer security; Artificial intelligence","authors":[{"name":"Cecilia M. Ionita","is_ca":false},{"name":"Sylvia L. Osborn","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01145923302068212,"gpt":0.2896351068168517,"spread":0.2781758737961695,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003388903,0.000830333,0.001117664,0.001065608,0.002723291,0.005887964,0.003159558,0.003073091,0.01343398],"category_scores_gemma":[0.008703687,0.0007591578,0.001939038,0.001343157,0.00492527,0.0151274,0.003322853,0.006496821,0.003149789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003448666,"about_ca_system_score_gemma":0.003540237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007658398,"about_ca_topic_score_gemma":0.007584262,"domain_scores_codex":[0.9973024,0.0009184977,0.0001529369,0.0004269947,0.0007838661,0.0004153372],"domain_scores_gemma":[0.9964191,0.001568798,0.0001413148,0.00125281,0.0003326043,0.0002854413],"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":[0.00001371372,0.0000149049,0.0000482894,0.00001197209,0.000003834505,0.00001862623,0.0001011803,0.003312444,0.0001406542,0.9908862,0.001414999,0.004033101],"study_design_scores_gemma":[0.00001304134,0.0000056274,0.00002422092,0.00001167733,0.000008679266,0.00003470263,0.00003361558,0.04532594,0.0001645333,0.9480812,0.006284714,0.00001203162],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01015445,0.000477015,0.9426889,0.003028369,0.0002182281,0.0001745468,0.0002709808,0.0007637516,0.04222367],"genre_scores_gemma":[0.5436969,0.001720265,0.3928928,0.001261575,0.0006325971,0.0008589995,0.0008461228,0.0009568161,0.05713394],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01343398,"threshold_uncertainty_score":0.04494119,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399891569","doi":"10.1007/978-3-031-63219-8_24","title":"An Evaluation Framework for Synthetic Data Generation Models","year":2024,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Anomaly Detection Techniques and Applications","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Novelis (Canada)","funders":"","keywords":"Computer science","authors":[{"name":"Ioannis E. Livieris","is_ca":false},{"name":"Nikos Alimpertis","is_ca":true},{"name":"George Domalis","is_ca":true},{"name":"Dimitris Tsakalidis","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05892436286099193,"gpt":0.35058331940201,"spread":0.2916589565410181,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.011155,0.001017998,0.001108357,0.001694252,0.0005790686,0.002413318,0.002030213,0.001451952,0.002998852],"category_scores_gemma":[0.0266634,0.00040747,0.0007698892,0.001190372,0.0007476143,0.002470187,0.001400608,0.001391958,0.0006613646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002029174,"about_ca_system_score_gemma":0.00199572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01083937,"about_ca_topic_score_gemma":0.00785448,"domain_scores_codex":[0.9952625,0.002493549,0.0002801902,0.0004325525,0.001321301,0.0002098268],"domain_scores_gemma":[0.9870678,0.007911971,0.0005000721,0.00130863,0.002950744,0.0002608674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003562639,0.0002242349,0.002088376,0.0001346334,0.0001273812,0.0000694426,0.00005768623,0.7860703,0.002706202,0.04231934,0.00840702,0.157439],"study_design_scores_gemma":[0.000007296559,0.00002787875,0.00007447162,0.000006184724,0.000006356529,0.00000945988,0.000005519953,0.9946037,0.0004992395,0.004271923,0.0004846439,0.000003334974],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0139665,0.0004449576,0.9799186,0.0004272995,0.00007258755,0.0001760927,0.0005397169,0.002124075,0.002330081],"genre_scores_gemma":[0.4571036,0.0003895001,0.535925,0.0002319314,0.0001633199,0.0004695339,0.002692566,0.0006063615,0.002418196],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.011155,"threshold_uncertainty_score":0.05899394,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W33337023","doi":"10.1007/978-0-387-35497-2_25","title":"Test Generation for CEFSM Combining Specification and Fault Coverage","year":2002,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Computer Research Institute of Montréal","funders":"European Commission; Institut national de recherche en informatique et en automatique (INRIA)","keywords":"Nondeterministic algorithm; Computer science; Fault coverage; Reliability engineering; Code coverage; Cover (algebra); Fault (geology); Algorithm; Programming language; Engineering","authors":[{"name":"Sergiy Boroday","is_ca":true},{"name":"Alexandre Petrenko","is_ca":true},{"name":"Roland Groz","is_ca":false},{"name":"Yves-Marie Quemener","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02360552203905127,"gpt":0.2605515167815273,"spread":0.236945994742476,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001568557,0.001132825,0.0006500336,0.002488194,0.0002901962,0.0007411721,0.00159246,0.001422858,0.005116406],"category_scores_gemma":[0.006938513,0.0004335523,0.0008657504,0.0009105339,0.000681804,0.001045379,0.000843438,0.0007615653,0.0009835922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006431699,"about_ca_system_score_gemma":0.0007533317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001904055,"about_ca_topic_score_gemma":0.002065508,"domain_scores_codex":[0.9981632,0.0006246055,0.0001149573,0.0002407116,0.0006700706,0.0001865056],"domain_scores_gemma":[0.994822,0.0035669,0.0002174769,0.0005651146,0.0007603571,0.00006798292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001074008,0.0003834479,0.00450055,0.0005576124,0.0001054137,0.0009316364,0.0002320636,0.2106322,0.07548265,0.02848729,0.0108061,0.666807],"study_design_scores_gemma":[0.0002395645,0.000330369,0.001013662,0.00006713517,0.00007137007,0.0005389169,0.0000388099,0.8690375,0.100531,0.02198492,0.006112319,0.00003442008],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04262513,0.0001502524,0.9442186,0.0001857811,0.00004987425,0.0001964222,0.0004388829,0.007251034,0.004884018],"genre_scores_gemma":[0.4754149,0.000089381,0.5179433,0.0002148381,0.0000377104,0.0003111476,0.001604943,0.001019107,0.003364691],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005116406,"threshold_uncertainty_score":0.01711607,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1496382636","doi":"10.1007/978-3-642-02056-8_16","title":"An Experimental Testbed for Evaluation of Trust and Reputation Systems","year":2009,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Access Control and Trust","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Reputation; Testbed; Computer science; Computer security; Competition (biology); Reputation system; Internet privacy; Knowledge management; World Wide Web; Political science","authors":[{"name":"Reid Kerr","is_ca":true},{"name":"Robin Cohen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02150469657566475,"gpt":0.3598040248685659,"spread":0.3382993282929012,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002561563,0.0004994418,0.0004697136,0.0006729481,0.001016426,0.001216415,0.002204748,0.001574854,0.006582774],"category_scores_gemma":[0.006019021,0.0003370004,0.0002879751,0.0007460354,0.001100715,0.001894039,0.001422035,0.001061081,0.001689042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001020941,"about_ca_system_score_gemma":0.0009257664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001947239,"about_ca_topic_score_gemma":0.001549392,"domain_scores_codex":[0.9976195,0.001027777,0.0001675219,0.000365458,0.0005916132,0.000228047],"domain_scores_gemma":[0.9929812,0.003355982,0.0005124758,0.001559449,0.000816837,0.0007739696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01290954,0.02784948,0.02459032,0.002147225,0.0005613418,0.002124862,0.002705198,0.1495088,0.4065975,0.1149328,0.06387929,0.1921936],"study_design_scores_gemma":[0.002650222,0.01549305,0.01636021,0.0001756721,0.000285433,0.0009283938,0.00120154,0.6380104,0.2484254,0.03433311,0.0419199,0.0002166069],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7724913,0.0004948316,0.1930144,0.001174028,0.0005678561,0.002258464,0.003726134,0.005532045,0.02074081],"genre_scores_gemma":[0.8800923,0.0002444264,0.1065953,0.0001928427,0.00006235427,0.001447467,0.00282243,0.0002038935,0.008339103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006582774,"threshold_uncertainty_score":0.02202153,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1509711834","doi":"10.1007/978-0-387-35670-9_5","title":"Segmented Burst Switching: Enhancement of Optical Burst Switching to Decrease Loss Rate and Support Quality of Service","year":2003,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Optical burst switching; Deflection routing; Computer science; Wavelength-division multiplexing; Quality of service; Burst switching; Bandwidth (computing); Computer network; Electronic engineering; Wavelength; Routing (electronic design automation); Engineering; Optical performance monitoring; Optics; Transmission delay; Physics; Routing protocol","authors":[{"name":"Abdelilah Maach","is_ca":true},{"name":"Gregor von Bochmann","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01227264322484464,"gpt":0.2683503825875814,"spread":0.2560777393627368,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001368197,0.0004462198,0.0002474484,0.0003245203,0.0001626632,0.000561879,0.0006346512,0.0003015599,0.004768696],"category_scores_gemma":[0.0001766521,0.0001661675,0.000182702,0.0004582631,0.0002117614,0.0007738062,0.0002341845,0.0005099603,0.001045083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002745398,"about_ca_system_score_gemma":0.0002733235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003976899,"about_ca_topic_score_gemma":0.0008186147,"domain_scores_codex":[0.9999259,0.000007575205,0.000002261175,0.00001292906,0.00003963128,0.00001174885],"domain_scores_gemma":[0.9998913,0.00003237286,0.00001066568,0.00001378049,0.00004047152,0.00001138211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005709126,0.0001566012,0.000367827,0.0004295716,0.00004218661,0.0001585827,0.0001335429,0.01204808,0.3535214,0.03936819,0.02060261,0.5726005],"study_design_scores_gemma":[0.0001397062,0.00136315,0.003152101,0.0001505257,0.0001635614,0.001753672,0.0001055042,0.2826555,0.3633758,0.0466735,0.300404,0.00006296738],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1332475,0.01789086,0.6980202,0.001183653,0.00200396,0.0002582387,0.0006613604,0.004856491,0.1418778],"genre_scores_gemma":[0.6588074,0.01247611,0.2006451,0.0006422086,0.0009023689,0.0001529386,0.0008242941,0.0005188547,0.1250307],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004768696,"threshold_uncertainty_score":0.01595289,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3198885926","doi":"10.1007/978-3-030-85902-2_52","title":"A Hybrid Architecture for a Reconfigurable Cellular Remanufacturing System","year":2021,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":11,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Remanufacturing; Reconfigurability; Scheduling (production processes); Architecture; Computer science; Product (mathematics); Manufacturing engineering; Reliability engineering; Distributed computing; Engineering; Operations management; Telecommunications; Mathematics","authors":[{"name":"Camilo Mejía-Moncayo","is_ca":true},{"name":"Jean‐Pierre Kenné","is_ca":true},{"name":"Lucas A. Hof","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00619345604275633,"gpt":0.1995365199402837,"spread":0.1933430638975274,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006808565,0.0003179683,0.0002010289,0.0002873805,0.0003805475,0.0006348544,0.0008974334,0.0004738794,0.00524788],"category_scores_gemma":[0.00006703667,0.0001284269,0.0002502392,0.0002495014,0.0001517771,0.000397966,0.0003562931,0.0002212674,0.001201773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003623877,"about_ca_system_score_gemma":0.0002395772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001966661,"about_ca_topic_score_gemma":0.003238705,"domain_scores_codex":[0.9999113,0.00001432963,0.000004420436,0.00002067258,0.00002574303,0.00002349957],"domain_scores_gemma":[0.999951,0.000007628158,0.000004568559,0.00001421214,0.00001660662,0.000006026939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006307457,0.0001484517,0.001020599,0.0002571707,0.0001457723,0.000761934,0.0001493261,0.2114192,0.4374934,0.03160641,0.009598438,0.3067686],"study_design_scores_gemma":[0.00006010398,0.000660121,0.001448177,0.00003121206,0.0001273234,0.0006909344,0.00007363089,0.8625821,0.08705949,0.007568071,0.0396375,0.00006139952],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2468332,0.002006665,0.6723375,0.0005326101,0.0003654325,0.0001347462,0.0002952704,0.007294702,0.07019987],"genre_scores_gemma":[0.8969451,0.0003312736,0.07754865,0.0001751279,0.00005921307,0.00005955002,0.0001800566,0.0000696854,0.02463129],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00524788,"threshold_uncertainty_score":0.01755595,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W125535106","doi":"10.1007/978-0-387-35503-0_28","title":"Environmental Decision Support Systems: Exactly What Are They?","year":2000,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Decision support system; Geography; Environmental planning; Environmental resource management; Psychology; Operations research; Management science; Computer science; Engineering; Environmental science; Artificial intelligence","authors":[{"name":"David Swayne","is_ca":true},{"name":"Ralf Denzer","is_ca":false},{"name":"Linda Lilburne","is_ca":false},{"name":"M. Purvis","is_ca":false},{"name":"Nigel W.T. Quinn","is_ca":false},{"name":"AM Storey","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03276715651684099,"gpt":0.3210601548778049,"spread":0.2882929983609639,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01158445,0.001192339,0.001029747,0.001670268,0.001496132,0.01538969,0.002120266,0.005226548,0.009104869],"category_scores_gemma":[0.02318928,0.0007304362,0.0006521036,0.002620474,0.01039401,0.02781049,0.00266147,0.005928494,0.003573505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003237475,"about_ca_system_score_gemma":0.006182712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002965568,"about_ca_topic_score_gemma":0.002920477,"domain_scores_codex":[0.9928131,0.003439762,0.0002737307,0.0004230125,0.002514853,0.0005355075],"domain_scores_gemma":[0.9867352,0.007364887,0.0007432249,0.0007636669,0.003007619,0.001385486],"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":[0.00004360538,0.000145208,0.0009798349,0.001028645,0.00005879761,0.00006220247,0.001024804,0.001332973,0.0002343924,0.5581892,0.1269824,0.309918],"study_design_scores_gemma":[0.0000218323,0.00003154793,0.0005538574,0.001321723,0.00002987491,0.00006208884,0.001210398,0.001258511,0.0002192452,0.5502604,0.4449948,0.00003570205],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.005995132,0.1828971,0.05303082,0.5745068,0.01764139,0.0001188692,0.0003845869,0.0005801654,0.1648451],"genre_scores_gemma":[0.3100758,0.318053,0.1240578,0.1377799,0.03273279,0.0008497891,0.0006883768,0.0005460595,0.07521657],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01538969,"threshold_uncertainty_score":0.06126511,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4378761566","doi":"10.1007/978-3-031-34111-3_28","title":"A Methodology for Emergency Calls Severity Prediction: From Pre-processing to BERT-Based Classifiers","year":2023,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Traffic Prediction and Management Techniques","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Agence Universitaire de la Francophonie; Agence Nationale de la Recherche","keywords":"Pipeline (software); Intervention (counseling); Computer science; Process (computing); Selection (genetic algorithm); Operations research; Artificial intelligence; Medical emergency; Machine learning; Operations management; Engineering; Psychology; Medicine","authors":[{"name":"Marianne Abi Kanaan","is_ca":false},{"name":"Jean-François Couchot","is_ca":false},{"name":"Christophe Guyeux","is_ca":false},{"name":"David Laiymani","is_ca":false},{"name":"Talar Atéchian","is_ca":false},{"name":"Rony Darazi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02844800236932715,"gpt":0.2877209115126751,"spread":0.2592729091433479,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008911692,0.0008156971,0.0009438247,0.001163639,0.0005064744,0.00117493,0.001598262,0.00107034,0.004007082],"category_scores_gemma":[0.001701144,0.000494116,0.0006882151,0.001082571,0.0004426706,0.001208191,0.0006571847,0.001519267,0.002893922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005067862,"about_ca_system_score_gemma":0.0008273555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003381857,"about_ca_topic_score_gemma":0.004235764,"domain_scores_codex":[0.99951,0.0000831509,0.00003650444,0.0001281508,0.0002012466,0.00004090355],"domain_scores_gemma":[0.999289,0.0002717515,0.00003672453,0.0000936338,0.0002811586,0.00002772782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005897989,0.0001170068,0.0009802028,0.0001275972,0.00007207391,0.00008083744,0.00005947411,0.05522161,0.01345091,0.01375336,0.01073195,0.905346],"study_design_scores_gemma":[0.000008975369,0.0001428679,0.001668328,0.00004380627,0.00005639424,0.000256632,0.00004032391,0.941252,0.01264384,0.02533706,0.01851068,0.00003911586],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001181205,0.0004393679,0.9964032,0.00006295248,0.0001035778,0.0000486802,0.00008015896,0.0006405822,0.001040196],"genre_scores_gemma":[0.06237938,0.001235947,0.9223416,0.0002070346,0.0003650621,0.0002387205,0.0004715932,0.0002281602,0.01253252],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004007082,"threshold_uncertainty_score":0.01340497,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2476613166","doi":"10.1007/978-3-319-41354-9_6","title":"A Trust-Based Framework for Information Sharing Between Mobile Health Care Applications","year":2016,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ontario Tech University","funders":"","keywords":"Information sharing; Computer science; Health care; Quality (philosophy); Control (management); Mobile device; Information quality; Knowledge management; Information system; World Wide Web; Engineering; Artificial intelligence","authors":[{"name":"Saghar Behrooz","is_ca":true},{"name":"Stephen Marsh","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01800473935774543,"gpt":0.3392961909054753,"spread":0.3212914515477299,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005324997,0.001201358,0.001096893,0.001124078,0.002024153,0.00518382,0.00349973,0.003418817,0.004791568],"category_scores_gemma":[0.009011686,0.0007893709,0.002062094,0.001431324,0.003402981,0.0070373,0.003972488,0.003341023,0.001179807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00426823,"about_ca_system_score_gemma":0.002933985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006699309,"about_ca_topic_score_gemma":0.003601768,"domain_scores_codex":[0.9946537,0.002454436,0.0003841079,0.0006880882,0.001278128,0.0005416314],"domain_scores_gemma":[0.9962757,0.001837239,0.0003628691,0.0005113333,0.0006828635,0.0003300409],"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":[0.00006258053,0.00005229737,0.0002715571,0.0001017447,0.00004638171,0.0003510892,0.0006338105,0.1003038,0.001149096,0.8825709,0.002096529,0.01236024],"study_design_scores_gemma":[0.0000376534,0.0000826052,0.0001404341,0.00006414168,0.00004386296,0.0002599948,0.0001599999,0.6833762,0.0005078297,0.3035844,0.01169535,0.00004744255],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006803241,0.0006847401,0.9787236,0.001372822,0.0001093215,0.0001609318,0.00007391471,0.0001680001,0.01190331],"genre_scores_gemma":[0.6679502,0.001723511,0.3095519,0.0003892372,0.0002887028,0.0007858992,0.0002014118,0.000118829,0.0189904],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006699309,"threshold_uncertainty_score":0.03096831,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2977177268","doi":"10.1007/978-3-031-56326-3","title":"ICT Systems Security and Privacy Protection","year":2024,"lang":"en","type":"book","venue":"IFIP advances in information and communication technology","topic":"Information and Cyber Security","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Defence Science and Technology Group; Universidade de Lisboa; Università degli Studi di Milano; Universitetet i Oslo; Queensland University of Technology; Polytechnique Montréal","keywords":"Internet privacy; Computer security; Privacy protection; Information and Communications Technology; Computer science; Business; World Wide Web","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.006879420202673256,"gpt":0.238593071139693,"spread":0.2317136509370197,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002804218,0.0008800552,0.0004687544,0.001035847,0.0008104522,0.002803483,0.000463673,0.001547826,0.03784796],"category_scores_gemma":[0.0008100615,0.0003438147,0.0002928092,0.001749572,0.001730633,0.003090559,0.001157418,0.001941466,0.01749154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001150805,"about_ca_system_score_gemma":0.001045241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001311158,"about_ca_topic_score_gemma":0.001691962,"domain_scores_codex":[0.9996793,0.00005422963,0.000008782494,0.00003312971,0.0001917815,0.00003277876],"domain_scores_gemma":[0.9997187,0.0001239697,0.00001886951,0.00006998582,0.00005301178,0.00001545279],"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":[0.00001749734,0.00002774368,0.00006451571,0.0002053077,0.000008409537,0.00007906877,0.0002769223,0.001428518,0.0009519912,0.4525011,0.2994685,0.2449704],"study_design_scores_gemma":[0.000003108677,0.00001435411,0.0001538216,0.0001418767,0.000004903947,0.0001853909,0.00005983422,0.0007101083,0.0004314116,0.1349874,0.8633024,0.000005462636],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007714182,0.02542681,0.01721572,0.00317401,0.001382877,0.00004552809,0.0001307389,0.0002172896,0.9516356],"genre_scores_gemma":[0.01868842,0.02470043,0.005170364,0.001178349,0.001155419,0.00007946395,0.0001825143,0.0001592001,0.9486858],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03784796,"threshold_uncertainty_score":0.126614,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2279351510","doi":"10.1007/978-3-642-22285-6_57","title":"Autocalibration of Environmental Process Models Using a PAC Learning Hypothesis","year":2011,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Computer science; Solver; Calibration; Workstation; Process (computing); Convergence (economics); SWAT model; Simple (philosophy); Machine learning; Artificial intelligence; Mathematics; Statistics","authors":[{"name":"Markiyan Sloboda","is_ca":true},{"name":"David Swayne","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01494228369172475,"gpt":0.2162327893049405,"spread":0.2012905056132158,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002474101,0.0005522696,0.0007204703,0.0003863415,0.000414184,0.001282012,0.001365821,0.00103236,0.00132609],"category_scores_gemma":[0.01223954,0.0003760556,0.000478235,0.0005096855,0.001232231,0.002426524,0.0008857863,0.001483525,0.0002923735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007354611,"about_ca_system_score_gemma":0.001100229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004740849,"about_ca_topic_score_gemma":0.003781236,"domain_scores_codex":[0.9989875,0.0004576702,0.00004603147,0.0002149154,0.00022422,0.00006959293],"domain_scores_gemma":[0.9925002,0.005288232,0.0004420338,0.0009617526,0.0007064111,0.0001013473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001130808,0.00004975406,0.001951663,0.00003402695,0.00004952701,0.00006267647,0.0001085258,0.9245544,0.001444382,0.01297172,0.0005773291,0.05808296],"study_design_scores_gemma":[0.000004517775,0.0000160469,0.0001063043,0.000001860947,0.000002885121,0.00001139899,0.000005889689,0.9935384,0.0006177294,0.005586991,0.0001048858,0.000003046777],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07859621,0.0001054597,0.917205,0.0002420978,0.00002346221,0.00002749993,0.00003828864,0.0006615177,0.00310044],"genre_scores_gemma":[0.8188335,0.00008047075,0.1793958,0.000129158,0.00002885037,0.00006382405,0.0001218075,0.0001138532,0.00123263],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004740849,"threshold_uncertainty_score":0.01308447,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3009021323","doi":"10.1007/978-3-030-42250-9_6","title":"Towards a Novel Comparison Framework of Digital Maturity Assessment Models","year":2019,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Technology Assessment and Management","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Aero Montreal (Canada); Polytechnique Montréal; École de Technologie Supérieure","funders":"","keywords":"Maturity (psychological); Capability Maturity Model; Aerospace; Variety (cybernetics); Service Integration Maturity Model; Computer science; Status quo; Engineering; Artificial intelligence; Economics; Political science","authors":[{"name":"Bruno Cognet","is_ca":true},{"name":"Jean-Philippe Pernot","is_ca":true},{"name":"Louis Rivest","is_ca":true},{"name":"Christophe Danjou","is_ca":true},{"name":"Thorsten Wuest","is_ca":false},{"name":"Hannu Kärkkäinen","is_ca":false},{"name":"Matthieu Lafleur","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01165453630727701,"gpt":0.2746648487782444,"spread":0.2630103124709673,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01687078,0.001115887,0.0009795164,0.005156014,0.001109782,0.01056426,0.003795007,0.001822878,0.005296893],"category_scores_gemma":[0.03035975,0.0005333488,0.001204107,0.005939709,0.001977304,0.01444576,0.004404416,0.003248524,0.001298824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004713571,"about_ca_system_score_gemma":0.004603889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003141578,"about_ca_topic_score_gemma":0.003057657,"domain_scores_codex":[0.9891648,0.005847612,0.0009441573,0.001006724,0.00273705,0.0002995865],"domain_scores_gemma":[0.9878528,0.005709194,0.001025911,0.001567507,0.003451491,0.0003931099],"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":[0.00001785262,0.00004670877,0.0005037442,0.00007871667,0.00002621999,0.0000210591,0.0002154494,0.007729711,0.0002841143,0.9338073,0.001614796,0.05565432],"study_design_scores_gemma":[0.00001760868,0.00007744972,0.0006101577,0.0002129034,0.00004833064,0.00005631273,0.0003552533,0.1355768,0.0006674321,0.8322071,0.03014251,0.00002800259],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004342446,0.0008008577,0.9706312,0.001482626,0.0001035934,0.0001357711,0.0002449969,0.0003707451,0.02188792],"genre_scores_gemma":[0.1829083,0.001004895,0.8105935,0.0002392868,0.0001569507,0.0004764085,0.0007935906,0.0002095269,0.003617474],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01687078,"threshold_uncertainty_score":0.08922231,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1826567783","doi":"10.1007/978-0-387-35704-1_20","title":"Towards an Internet Enabled Cooperative Manufacturing Management Framework","year":2004,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Scheduling and Optimization Algorithms","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada","funders":"","keywords":"The Internet; Manufacturing execution system; Computer science; Scheduling (production processes); Process (computing); Software; Manufacturing engineering; Process management; Engineering management; Systems engineering; Engineering; Software engineering; Knowledge management; Computer-integrated manufacturing; World Wide Web; Operating system; Operations management","authors":[{"name":"Qi Hao","is_ca":true},{"name":"Weiming Shen","is_ca":true},{"name":"Giuseppe Stecca","is_ca":true},{"name":"Lihui Wang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006254685065934277,"gpt":0.2326332542763778,"spread":0.2263785692104436,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001230372,0.000459333,0.0004868135,0.0006096538,0.0008412849,0.002518173,0.002369142,0.001381241,0.002848045],"category_scores_gemma":[0.0006520439,0.0004439878,0.0006677289,0.0008072504,0.0008396611,0.002617875,0.002493232,0.001421396,0.0007641125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008909226,"about_ca_system_score_gemma":0.001376021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003357935,"about_ca_topic_score_gemma":0.005038491,"domain_scores_codex":[0.9995219,0.0001139952,0.00002807959,0.00006749223,0.0001931496,0.00007540484],"domain_scores_gemma":[0.999773,0.00005247292,0.00001965068,0.00006386121,0.00004741881,0.000043568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001332989,0.0002924921,0.0005522414,0.0001321563,0.00007164833,0.0003899592,0.0003641142,0.2280109,0.009085423,0.6084133,0.008970165,0.1435842],"study_design_scores_gemma":[0.00003263722,0.00005863926,0.0001779267,0.0000389528,0.00003878162,0.0001029925,0.00009031559,0.824796,0.003147825,0.1232716,0.04822153,0.00002271468],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01349866,0.0005633027,0.9671566,0.0006104269,0.0001177829,0.00009824338,0.00007212922,0.001839189,0.0160435],"genre_scores_gemma":[0.2962624,0.0007568746,0.6892301,0.0002681927,0.0001127623,0.0002609358,0.0003055757,0.0001663842,0.01263676],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003357935,"threshold_uncertainty_score":0.009527683,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2125109510","doi":"10.1007/978-3-642-03841-9_20","title":"On the Impact of Node Placement and Profile Point Selection on Indoor Localization","year":2009,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Indoor and Outdoor Localization Technologies","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"RSS; Signal strength; Computer science; k-nearest neighbors algorithm; Node (physics); Algorithm; Set (abstract data type); Point (geometry); Mathematics; Topology (electrical circuits); Artificial intelligence; Wireless sensor network; Geometry; Computer network; Acoustics; Physics","authors":[{"name":"Israat Haque","is_ca":true},{"name":"Ioanis Nikolaidis","is_ca":true},{"name":"Paweł Gburzyński","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005619941304085906,"gpt":0.2331079335976106,"spread":0.2274879922935247,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001538452,0.000895221,0.0009959503,0.0006072104,0.0005255979,0.0008774879,0.00116704,0.0006975237,0.003711101],"category_scores_gemma":[0.01251282,0.0004547611,0.0003606445,0.001884638,0.0006387993,0.001684514,0.001085571,0.0006836469,0.0008908933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009347479,"about_ca_system_score_gemma":0.0006301227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007389459,"about_ca_topic_score_gemma":0.01197382,"domain_scores_codex":[0.9986331,0.0005686071,0.00002813332,0.0001697122,0.000471066,0.0001294588],"domain_scores_gemma":[0.9881087,0.01055758,0.0002045412,0.0003811031,0.000677039,0.00007112871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004083635,0.00004506885,0.002104746,0.0001922803,0.0000525156,0.0001363315,0.00008100017,0.8224649,0.007165364,0.008415785,0.003985541,0.154948],"study_design_scores_gemma":[0.00001884483,0.0001444471,0.002321993,0.0000451618,0.0001021509,0.0002149115,0.00009185958,0.9818511,0.005986195,0.007537103,0.001657035,0.00002919992],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1422821,0.01195729,0.781646,0.001201264,0.0006188664,0.00008605094,0.0004931728,0.001301197,0.06041402],"genre_scores_gemma":[0.9204247,0.005399078,0.06376661,0.0001203982,0.0002225114,0.00003914823,0.0002766586,0.0002925653,0.009458274],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007389459,"threshold_uncertainty_score":0.0146929,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2471898746","doi":"10.1007/978-3-319-39225-7_12","title":"Herding Cats: A Case Study of Release Management in an Open Collaboration Ecosystem","year":2016,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Schedule; Interview; Herding; Process (computing); Software; Knowledge management; Computer science; Business; Scale (ratio); Process management; World Wide Web; Geography","authors":[{"name":"Germán Poo-Caamaño","is_ca":true},{"name":"Leif Singer","is_ca":true},{"name":"Eric Knauss","is_ca":false},{"name":"Daniel M. Germán","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01638548856616399,"gpt":0.3100511666342846,"spread":0.2936656780681206,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001890149,0.000441393,0.000360914,0.001009019,0.006733556,0.002161835,0.001922239,0.0036442,0.003755909],"category_scores_gemma":[0.003646226,0.0002599714,0.0004102051,0.001009075,0.002526512,0.002195443,0.002087344,0.001183881,0.0003964115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001611867,"about_ca_system_score_gemma":0.001455944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01874488,"about_ca_topic_score_gemma":0.07418174,"domain_scores_codex":[0.9991146,0.000395321,0.00003141827,0.0001171404,0.0001468829,0.0001946464],"domain_scores_gemma":[0.996767,0.001681712,0.0004288458,0.0002249398,0.0001579287,0.0007395516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000970499,0.005168113,0.2911931,0.0007558398,0.0002947496,0.1469974,0.3235184,0.009059004,0.01443294,0.03489784,0.01487983,0.1578322],"study_design_scores_gemma":[0.000176289,0.004225038,0.2495923,0.0007975522,0.0002802611,0.04255504,0.5444551,0.03763038,0.00555778,0.01297974,0.1015394,0.0002112639],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991499,0.0001334117,0.001331847,0.0005589953,0.00001122696,0.00006392995,0.00004161318,0.00002870884,0.006331285],"genre_scores_gemma":[0.9847323,0.0002169689,0.005414039,0.0001692686,0.00001329293,0.00005517392,0.00008485085,0.00002589906,0.009288246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01874488,"threshold_uncertainty_score":0.03727156,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4296250344","doi":"10.1007/978-3-031-16407-1_59","title":"A Survey of Digital Supply Chain Twins’ Implementations","year":2022,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Supply Chain Resilience and Risk Management","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Cape Breton University","funders":"","keywords":"Implementation; Supply chain; Automotive industry; Context (archaeology); Resilience (materials science); Business; Risk analysis (engineering); Work (physics); Engineering; Computer science; Process management; Marketing; Software engineering","authors":[{"name":"Kristine Joy Dy","is_ca":true},{"name":"Jessica Olivares-Aguila","is_ca":true},{"name":"Alejandro Vital-Soto","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01507055860820914,"gpt":0.2628229468321923,"spread":0.2477523882239832,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002852279,0.0003138575,0.0002157165,0.003397324,0.0009094488,0.003907096,0.001410545,0.0009811906,0.0239018],"category_scores_gemma":[0.006526756,0.0004365717,0.0003194362,0.01208739,0.0009538653,0.006408185,0.002463172,0.0008872874,0.003768359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002310534,"about_ca_system_score_gemma":0.002272404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002057116,"about_ca_topic_score_gemma":0.002249462,"domain_scores_codex":[0.9980868,0.0003871564,0.0001365152,0.000252354,0.0009290427,0.0002082077],"domain_scores_gemma":[0.9969159,0.001176023,0.0001940839,0.0006406057,0.0008377337,0.0002356889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001197843,0.0001138462,0.001705607,0.0007699063,0.00001037473,0.00007528334,0.0005172585,0.001175709,0.00162707,0.09182703,0.0128181,0.8892401],"study_design_scores_gemma":[0.00001630534,0.0001729572,0.00300825,0.0007598522,0.00001870259,0.0003744233,0.001015125,0.002012786,0.003963456,0.008616915,0.9800167,0.00002447741],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.182655,0.06008084,0.09925462,0.007474244,0.001296552,0.0004920294,0.001329092,0.001606472,0.6458111],"genre_scores_gemma":[0.5728486,0.09948645,0.1265179,0.002850877,0.0003762332,0.00036802,0.004737968,0.0008169392,0.1919971],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0239018,"threshold_uncertainty_score":0.07995945,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2481088070","doi":"10.1007/978-3-642-33332-3","title":"ICT Critical Infrastructures and Society","year":2012,"lang":"en","type":"book","venue":"IFIP advances in information and communication technology","topic":"ICT Impact and Policies","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of New Brunswick","funders":"","keywords":"Information and Communications Technology; Political science; Engineering ethics; Business; Engineering; Law","authors":[{"name":"Magda David Hercheui","is_ca":false},{"name":"Diane Whitehouse","is_ca":false},{"name":"William J. McIver","is_ca":true},{"name":"Jackie Phahlamohlaka","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004035404692194935,"gpt":0.2505002345889557,"spread":0.2464648298967607,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003941559,0.001349896,0.0005482179,0.002177321,0.001574353,0.006108116,0.0005499211,0.002014686,0.05906744],"category_scores_gemma":[0.001077366,0.0002653267,0.0002807185,0.002426605,0.002157431,0.006470754,0.001742862,0.002649325,0.01688127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003837298,"about_ca_system_score_gemma":0.002322503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003470122,"about_ca_topic_score_gemma":0.005700937,"domain_scores_codex":[0.9997705,0.00004519893,0.000008051215,0.00003839083,0.0001047393,0.00003309484],"domain_scores_gemma":[0.9997515,0.0000779808,0.00001228107,0.00002215285,0.00008743802,0.0000486329],"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":[0.000006830774,0.00001863392,0.00005071059,0.0001228031,0.000002933948,0.00004978419,0.0005125493,0.000267737,0.0002407488,0.3359112,0.5821629,0.08065318],"study_design_scores_gemma":[0.0000011882,0.000004326843,0.00007214041,0.0001258412,0.000001389478,0.00003605805,0.0002087538,0.00004984598,0.00004287585,0.04174257,0.9577127,0.000002405506],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005628641,0.06909002,0.001917922,0.01795934,0.008530652,0.0000312636,0.00008566311,0.0001095406,0.9017129],"genre_scores_gemma":[0.009534452,0.04617399,0.0005861652,0.002503676,0.004280278,0.00004401569,0.000112453,0.0001262211,0.9366387],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05906744,"threshold_uncertainty_score":0.1976003,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3198819232","doi":"10.1007/978-3-030-85874-2_13","title":"Opportunities of Blockchain Traceability Data for Environmental Impact Assessment in a Context of Sustainable Production","year":2021,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Traceability; Blockchain; Supply chain; Sustainability; Life-cycle assessment; Context (archaeology); Product (mathematics); Maturity (psychological); Process management; Environmental impact assessment; Computer science; Risk analysis (engineering); Business; Production (economics); Engineering; Geography; Economics; Computer security; Marketing; Software engineering","authors":[{"name":"Vincent Carrières","is_ca":true},{"name":"Andrée-Anne Lemieux","is_ca":false},{"name":"Robert Pellerin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02284507137236681,"gpt":0.2918273201654328,"spread":0.268982248793066,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003920463,0.0005864176,0.0005155386,0.003628468,0.0007588504,0.00566317,0.00150182,0.001547636,0.01339622],"category_scores_gemma":[0.01243347,0.0004137042,0.0004317118,0.006663324,0.001043369,0.01307627,0.00217366,0.001866712,0.0032372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001602356,"about_ca_system_score_gemma":0.002246683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003252512,"about_ca_topic_score_gemma":0.00435082,"domain_scores_codex":[0.9979367,0.0005795419,0.0001252512,0.0001909833,0.001069876,0.00009769711],"domain_scores_gemma":[0.990359,0.00545762,0.000362919,0.002093154,0.001488497,0.0002388141],"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":[0.0001282721,0.0001191661,0.002080401,0.0004740907,0.00003912912,0.0002136866,0.0006699629,0.0273908,0.004014512,0.509183,0.01867222,0.4370148],"study_design_scores_gemma":[0.00001422765,0.00006288583,0.0009355259,0.000719485,0.00002362897,0.0002260249,0.000422188,0.07355762,0.009377671,0.6581461,0.2564567,0.00005790883],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.02880487,0.006802983,0.7423606,0.006716454,0.0008869809,0.0003515531,0.008228191,0.002478699,0.2033696],"genre_scores_gemma":[0.4519512,0.01410558,0.432281,0.0007565033,0.0004841778,0.0004060599,0.0147995,0.001064249,0.08415172],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01339622,"threshold_uncertainty_score":0.04481477,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W53408200","doi":"10.1007/978-3-662-45708-5_6","title":"Counter-Mapping as Assemblage","year":2014,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Assemblage (archaeology); Geography; Archaeology","authors":[{"name":"Gwilym Eades","is_ca":false},{"name":"Yingqin Zheng","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01041763114874758,"gpt":0.2801847514977349,"spread":0.2697671203489873,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002609595,0.0008211898,0.000396516,0.003137361,0.005492495,0.006641531,0.001731297,0.001752373,0.01244712],"category_scores_gemma":[0.00498716,0.0003998508,0.0004321206,0.002176588,0.02432071,0.0145292,0.006752338,0.002568976,0.001237125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004356949,"about_ca_system_score_gemma":0.001553737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004587579,"about_ca_topic_score_gemma":0.00618764,"domain_scores_codex":[0.9977176,0.001259971,0.00007102946,0.0003653656,0.0004370044,0.0001491002],"domain_scores_gemma":[0.9973999,0.001427262,0.0001873277,0.0005947147,0.0002660821,0.0001245862],"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":[0.000003763728,0.000003083006,0.0001717503,0.00003015386,0.000001776559,0.00008298075,0.01213125,0.0001766746,0.00008276341,0.9803612,0.0007068589,0.006247841],"study_design_scores_gemma":[0.000007010346,0.00001994401,0.0005459085,0.0002367131,0.000009562599,0.0004711945,0.01288137,0.001553945,0.000413491,0.6553338,0.3285132,0.00001376886],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04041079,0.006264449,0.124838,0.004692864,0.0008663831,0.0001234151,0.00008205406,0.0001998943,0.8225222],"genre_scores_gemma":[0.8161282,0.003767612,0.04969015,0.0007555448,0.0002940854,0.0003132671,0.0001749288,0.000422212,0.128454],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01244712,"threshold_uncertainty_score":0.04163975,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4318618475","doi":"10.1007/978-3-031-25182-5","title":"Product Lifecycle Management. PLM in Transition Times: The Place of Humans and Transformative Technologies","year":2023,"lang":"en","type":"book","venue":"IFIP advances in information and communication technology","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure","funders":"Russian Academy of Sciences; Université de Lyon; Universität Bremen; University of South Carolina; Skolkovo Institute of Science and Technology; Samsung; Université du Québec à Trois-Rivières; Universidade Federal de Santa Catarina; Université de Bourgogne; Università degli Studi di Firenze; Qatar University; Universidade de São Paulo; European Commission; Samsung Advanced Institute of Technology; University of Leeds; University of Western Macedonia; Danmarks Tekniske Universitet; Universidad Politécnica de Madrid; Chiang Mai University; Chalmers Tekniska Högskola; University of Crete; Polytechnique Montréal; Universidad de Sevilla; Università Degli Studi di Modena e Reggio Emila","keywords":"Transformative learning; Product lifecycle; Product (mathematics); Transition (genetics); Process management; Business; Product management; New product development; Knowledge management; Computer science; Marketing; Sociology; Chemistry; Mathematics","authors":[{"name":"Frédéric Noël","is_ca":false},{"name":"Felix Nyffenegger","is_ca":false},{"name":"Louis Rivest","is_ca":true},{"name":"Abdelaziz Bouras","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006650457672515166,"gpt":0.2249499178811218,"spread":0.2182994602086067,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005521554,0.0005595461,0.0002560794,0.001256827,0.0007624236,0.005221892,0.0005432291,0.001166916,0.02128826],"category_scores_gemma":[0.0009186005,0.0002902677,0.0002812368,0.002791013,0.00137251,0.006189417,0.001114271,0.00128031,0.009748824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00164893,"about_ca_system_score_gemma":0.001340119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002009268,"about_ca_topic_score_gemma":0.003559266,"domain_scores_codex":[0.9996763,0.00008601457,0.00001847191,0.00003969957,0.0001568719,0.00002269589],"domain_scores_gemma":[0.9996001,0.0002104536,0.0000494121,0.00004805619,0.0000595086,0.00003245381],"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":[0.00001503739,0.00003835047,0.0001839292,0.0003908862,0.000004045573,0.0001379103,0.001266098,0.0005787822,0.001009349,0.3892212,0.1240757,0.4830787],"study_design_scores_gemma":[0.00000331241,0.00001897621,0.0004521319,0.0003171409,0.000003787562,0.0002794694,0.0005050442,0.001081413,0.0003996105,0.09326496,0.9036657,0.000008577525],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002418609,0.05131433,0.06549016,0.008947503,0.0013875,0.0001055369,0.0003308204,0.000959871,0.8690457],"genre_scores_gemma":[0.05366772,0.03433755,0.0396385,0.002080912,0.0008361203,0.0001852483,0.0006366539,0.000579405,0.8680379],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02128826,"threshold_uncertainty_score":0.07121629,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W8065818","doi":"10.1007/978-3-662-43813-8_7","title":"Anomaly Detection for Mobile Device Comfort","year":2014,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Anomaly Detection Techniques and Applications","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ontario Tech University; Carleton University","funders":"","keywords":"Anomaly detection; Computer science; Anomaly (physics); Artificial intelligence; Physics","authors":[{"name":"Mehmet Vefa Bicakci","is_ca":true},{"name":"Babak Esfandiari","is_ca":true},{"name":"Stephen Marsh","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006860157689114918,"gpt":0.2546611446255987,"spread":0.2478009869364838,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004185064,0.0008657273,0.0009772847,0.001088805,0.0003856571,0.0009039208,0.00141108,0.001014894,0.002650041],"category_scores_gemma":[0.002263648,0.0002335227,0.0006395098,0.001204287,0.0004184966,0.001385931,0.0009484257,0.001499591,0.001140517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005558536,"about_ca_system_score_gemma":0.0003736401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001661862,"about_ca_topic_score_gemma":0.001276462,"domain_scores_codex":[0.9994449,0.00007364427,0.00002616573,0.0001219429,0.0002648683,0.00006847362],"domain_scores_gemma":[0.9991505,0.000310093,0.00009915639,0.000104137,0.0003025655,0.00003357146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002910641,0.0001459299,0.005253286,0.0002591537,0.00008584357,0.0003459102,0.0001398264,0.09218943,0.0315945,0.01730278,0.01378609,0.8386063],"study_design_scores_gemma":[0.000006535371,0.0001037259,0.002361945,0.00002988006,0.00002706017,0.0004606994,0.00008106365,0.9578142,0.01123343,0.0200386,0.007812614,0.00003026898],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02191881,0.002082238,0.9691284,0.0003824991,0.0003278281,0.00004793773,0.0002900579,0.002475118,0.00334709],"genre_scores_gemma":[0.6964514,0.001762306,0.2892797,0.0001816803,0.0003629808,0.00008489106,0.0007769131,0.0002788322,0.01082122],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002650041,"threshold_uncertainty_score":0.008865297,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4210892433","doi":"10.1007/978-3-030-94335-6","title":"Product Lifecycle Management. Green and Blue Technologies to Support Smart and Sustainable Organizations","year":2022,"lang":"en","type":"book","venue":"IFIP advances in information and communication technology","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Business; Product lifecycle; Product management; Product (mathematics); Process management; Application lifecycle management; Knowledge management; New product development; Systems engineering; Manufacturing engineering; Engineering; Computer science; Marketing; Operating system","authors":[{"name":"Osíris Canciglieri","is_ca":false},{"name":"Frédéric Noël","is_ca":false},{"name":"Louis Rivest","is_ca":true},{"name":"Abdelaziz Bouras","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004386304097691732,"gpt":0.2134617953680828,"spread":0.209075491270391,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003504535,0.0007804761,0.0003486267,0.001505964,0.0006283596,0.002326303,0.0005778648,0.001150651,0.0208222],"category_scores_gemma":[0.0006107314,0.0003368903,0.0002601981,0.001686456,0.0007909438,0.003575765,0.0008471608,0.001353116,0.01319977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00125194,"about_ca_system_score_gemma":0.001376202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003539428,"about_ca_topic_score_gemma":0.005807566,"domain_scores_codex":[0.9995995,0.00003498985,0.00001388763,0.00002916044,0.0002930251,0.00002943122],"domain_scores_gemma":[0.9997662,0.00007446583,0.00002628721,0.00002182067,0.00008659254,0.00002458603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001383408,0.00004302472,0.0001076857,0.0002128697,0.000004090657,0.00005952951,0.0002750701,0.000571934,0.00174012,0.07381362,0.4715627,0.4515954],"study_design_scores_gemma":[0.000003280142,0.00001431427,0.0002812504,0.0001470653,0.000003509888,0.00008749653,0.00008436201,0.0007857568,0.0007608455,0.02539793,0.9724281,0.000006140391],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0016324,0.04533048,0.0598038,0.00944664,0.003474161,0.0001643811,0.0006879052,0.001499902,0.8779604],"genre_scores_gemma":[0.01213848,0.02264563,0.01813864,0.001889472,0.0005933367,0.000141768,0.0008210926,0.0003590206,0.9432725],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0208222,"threshold_uncertainty_score":0.06965721,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1854631710","doi":"10.1007/978-3-642-04568-4_33","title":"Ontological View-Driven Semantic Integration in Collaborative Networks","year":2009,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Computer science; Semantic integration; Ontology; Semantic grid; Representation (politics); Semantic heterogeneity; Upper ontology; Equivalence (formal languages); Foundation (evidence); Semantic computing; Ontology-based data integration; Knowledge management; Information retrieval; Semantic Web; Epistemology; Mathematics","authors":[{"name":"Yunjiao Xue","is_ca":true},{"name":"Hamada Ghenniwa","is_ca":true},{"name":"Weiming Shen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009396317582010604,"gpt":0.2580248800396727,"spread":0.2486285624576621,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003404012,0.0004845608,0.0007490941,0.00124816,0.001054845,0.004504811,0.00261119,0.001514992,0.002971754],"category_scores_gemma":[0.006540876,0.0008823365,0.001231178,0.002079386,0.001572786,0.007907703,0.005133334,0.002346873,0.001446571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001252118,"about_ca_system_score_gemma":0.001500219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003749584,"about_ca_topic_score_gemma":0.004876618,"domain_scores_codex":[0.9972378,0.0007969088,0.0001977212,0.0003087765,0.001300403,0.0001583563],"domain_scores_gemma":[0.9983594,0.0006684372,0.00007124167,0.0005207246,0.0003193443,0.00006080052],"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":[0.00008375203,0.0001113751,0.0004293316,0.0001640843,0.00006577861,0.0002221051,0.00125244,0.0518333,0.005290526,0.7414504,0.005141617,0.1939553],"study_design_scores_gemma":[0.00001434458,0.0000173181,0.0001603315,0.00006650164,0.00005944239,0.0001237166,0.0003741601,0.4732949,0.007926927,0.485289,0.03264442,0.00002890365],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004424269,0.0002478836,0.987868,0.0002923153,0.00005501338,0.00005720378,0.00007540875,0.0005245238,0.006455479],"genre_scores_gemma":[0.1661936,0.0007654926,0.8250443,0.0001372737,0.00005308203,0.0001913436,0.0008668891,0.0003784469,0.006369579],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004504811,"threshold_uncertainty_score":0.01800233,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2604695895","doi":"10.1007/978-3-319-57735-7_15","title":"Assessing Code Authorship: The Case of the Linux Kernel","year":2017,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Authorship Attribution and Profiling","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Universidade Federal do Piauí; Fundação de Amparo à Pesquisa do Estado de Minas Gerais; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Linux kernel; Key (lock); Code (set theory); Kernel (algebra); Division (mathematics); Source code; Work (physics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.03407603336574625,"gpt":0.3305315520107275,"spread":0.2964555186449812,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005569914,0.000297131,0.0003020073,0.00378412,0.001851087,0.002474472,0.0007812332,0.0009801778,0.002002129],"category_scores_gemma":[0.04237965,0.0001570494,0.0002230022,0.004442342,0.00126255,0.003072821,0.002082758,0.0009244648,0.0006853506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001321459,"about_ca_system_score_gemma":0.0005024294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004669196,"about_ca_topic_score_gemma":0.005438176,"domain_scores_codex":[0.995831,0.002351219,0.0001694369,0.000449357,0.0009732973,0.000225725],"domain_scores_gemma":[0.9254339,0.06256793,0.003842985,0.002812536,0.004208708,0.001133863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004694808,0.0003579816,0.5102954,0.0004598583,0.00006459669,0.007339974,0.0386074,0.01691621,0.005206452,0.02771837,0.02500056,0.3675637],"study_design_scores_gemma":[0.00005368458,0.0003253673,0.4077291,0.0008274184,0.00008920265,0.01146165,0.05556065,0.3191813,0.01753495,0.1110404,0.07593279,0.0002636178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9612824,0.001163817,0.01830588,0.00199365,0.00007258783,0.00004372059,0.0003058184,0.0001783843,0.01665373],"genre_scores_gemma":[0.9885324,0.0002288653,0.008740027,0.0000619882,0.00003077472,0.00001317207,0.0002152687,0.00006427499,0.002113272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005569914,"threshold_uncertainty_score":0.02945691,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2940880374","doi":"10.1007/978-3-030-18400-1_49","title":"The Experience of Chamwino Small-Scale Farmers on the Use of Smartphone in Farming Business, Tanzania","year":2019,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Tanzania; Agriculture; Usability; Business; Scale (ratio); Thematic analysis; Dissemination; Marketing; Quarter (Canadian coin); Data collection; Qualitative research; Geography; Engineering; Computer science; Environmental planning; Telecommunications; Cartography","authors":[{"name":"Ezra Misaki","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02572276174854552,"gpt":0.2363032501027462,"spread":0.2105804883542007,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006258126,0.0003900889,0.0002230924,0.0003868052,0.007274497,0.002075772,0.0005802255,0.001391276,0.007239348],"category_scores_gemma":[0.001349416,0.0002656562,0.000141376,0.0005763406,0.002431458,0.001903572,0.002183317,0.001565685,0.0009725681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001048425,"about_ca_system_score_gemma":0.001396376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01703556,"about_ca_topic_score_gemma":0.06850242,"domain_scores_codex":[0.9996945,0.0001063676,0.000007204899,0.00003114727,0.00003646666,0.0001244168],"domain_scores_gemma":[0.9994482,0.0002421777,0.00005709126,0.00001486842,0.00005002979,0.0001876496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006658171,0.00007139742,0.008517875,0.000136538,0.00000421202,0.00827144,0.9611488,0.00002776367,0.004293352,0.001035578,0.004330417,0.01209602],"study_design_scores_gemma":[0.000002699638,0.00008877672,0.01239246,0.00009040448,0.000005980219,0.000954837,0.9623518,0.0000333702,0.0002339314,0.00009574596,0.02374063,0.000009317842],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846029,0.0006552245,0.0001888294,0.002364797,0.00006908208,0.00002006142,0.00006433603,0.00001441298,0.01202026],"genre_scores_gemma":[0.9757337,0.0009962219,0.0002288329,0.0007781426,0.00002264404,0.00001869248,0.00004093551,0.00001955476,0.02216129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01703556,"threshold_uncertainty_score":0.03387278,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4286377570","doi":"10.1007/978-3-031-11633-9","title":"Computer, Communication, and Signal Processing","year":2022,"lang":"en","type":"book","venue":"IFIP advances in information and communication technology","topic":"Media, Communication, and Education","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; SIGNAL (programming language); Signal processing; Digital signal processing; Computer hardware; Programming language","authors":[{"name":"Aravindan Chandrabose","is_ca":false},{"name":"Erich Neuhold","is_ca":true},{"name":"Xavier Fernando","is_ca":true},{"name":"Joan Lu","is_ca":false},{"name":"Selwyn Piramuthu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01203615689217892,"gpt":0.3024030698327864,"spread":0.2903669129406075,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003240961,0.001413157,0.0009802595,0.001517231,0.0004453612,0.002219472,0.0008846999,0.001088511,0.09197219],"category_scores_gemma":[0.0006215987,0.0002968377,0.0003000385,0.00194821,0.0007737889,0.001445142,0.0007285387,0.001978799,0.08198003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004664709,"about_ca_system_score_gemma":0.0006626374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001249108,"about_ca_topic_score_gemma":0.002009119,"domain_scores_codex":[0.9996624,0.00002731554,0.000009061083,0.00005066244,0.0002269888,0.00002355519],"domain_scores_gemma":[0.9996054,0.000129177,0.00001645701,0.00005491098,0.0001561148,0.00003798461],"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":[0.00003997029,0.00004804401,0.0001051917,0.0002686135,0.00002396054,0.00007794373,0.00006544663,0.001103777,0.005104294,0.02461925,0.5234203,0.4451232],"study_design_scores_gemma":[0.00001016685,0.00004914403,0.0003532684,0.0001085349,0.00001226656,0.0002601252,0.00003874869,0.003273471,0.001721473,0.01515694,0.9790009,0.00001502291],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001994658,0.07219486,0.1477695,0.003476673,0.01386279,0.0001818718,0.0007753253,0.002668499,0.7570758],"genre_scores_gemma":[0.01077813,0.03079002,0.03026612,0.0008420285,0.003609988,0.0001251365,0.0007267775,0.000449821,0.922412],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09197219,"threshold_uncertainty_score":0.3076776,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4378761496","doi":"10.1007/978-3-031-34111-3_37","title":"Multi-feature Transformer for Multiclass Cyberbullying Detection in Bangla","year":2023,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Hate Speech and Cyberbullying Detection","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Bengali; Computer science; Artificial intelligence; Social media; Word embedding; Feature (linguistics); Embedding; Machine learning; Natural language processing; Speech recognition; World Wide Web; Linguistics","authors":[{"name":"Zaman Wahid","is_ca":true},{"name":"Abdullah Al Imran","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01207451653107711,"gpt":0.2542587069343211,"spread":0.242184190403244,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003237629,0.0005105605,0.0004151311,0.0008915866,0.0003842837,0.0006256805,0.000393688,0.0004012507,0.004751148],"category_scores_gemma":[0.0004319808,0.0001755556,0.0005176881,0.0008395051,0.0001644916,0.0005313129,0.0003700455,0.00037952,0.003114049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003102976,"about_ca_system_score_gemma":0.0003295461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004981648,"about_ca_topic_score_gemma":0.005420778,"domain_scores_codex":[0.9997411,0.00003852478,0.0000173835,0.00007051331,0.0000696032,0.00006279442],"domain_scores_gemma":[0.9997564,0.00007109204,0.00001633152,0.00003578576,0.0001005393,0.00001979378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000636436,0.0001820431,0.00695488,0.0001477597,0.00006978116,0.0004245682,0.0001560543,0.006152191,0.120007,0.001248253,0.00828551,0.8557355],"study_design_scores_gemma":[0.00005395369,0.0005966608,0.08226395,0.00007034445,0.0003198253,0.003219944,0.0008516661,0.6146253,0.2616095,0.003137239,0.03311489,0.0001367271],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5390205,0.002360638,0.4229768,0.0005010387,0.0004618136,0.0001543053,0.00326819,0.005585034,0.02567169],"genre_scores_gemma":[0.8856674,0.0006592,0.0872445,0.0001219053,0.00006223519,0.00005332063,0.002730797,0.0001955243,0.02326511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004981648,"threshold_uncertainty_score":0.01589417,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4312759888","doi":"10.1007/978-3-031-18872-5_17","title":"Low-Code Internet of Things Application Development for Edge Analytics","year":2022,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"Science Foundation Ireland; European Commission","keywords":"Analytics; Computer science; Python (programming language); Software analytics; Software deployment; Data science; Software engineering; Internet of Things; World Wide Web; Software; Software development; Software development process; Operating system","authors":[{"name":"Hafiz Ahmad Awais Chaudhary","is_ca":false},{"name":"Ivan Guevara","is_ca":false},{"name":"Jobish John","is_ca":false},{"name":"Amandeep Singh","is_ca":true},{"name":"Tiziana Margaria","is_ca":true},{"name":"Dirk Pesch","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01671228702148972,"gpt":0.2606784322276566,"spread":0.2439661452061669,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006093084,0.0005865108,0.000177462,0.0007800906,0.0004886963,0.001974151,0.001146769,0.0007670442,0.01718178],"category_scores_gemma":[0.0020985,0.0003853494,0.0004916401,0.0007137096,0.0003576695,0.001355167,0.001380207,0.001445125,0.01396796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006273046,"about_ca_system_score_gemma":0.0009158633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000816402,"about_ca_topic_score_gemma":0.001313324,"domain_scores_codex":[0.9994636,0.00008802519,0.00002679322,0.0000744521,0.000309982,0.00003713228],"domain_scores_gemma":[0.9988845,0.0004936864,0.00004175557,0.0002104511,0.0002810455,0.00008859276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007110296,0.0003161586,0.001270251,0.0007200532,0.00001813787,0.001084695,0.001249109,0.009639958,0.04126918,0.1283895,0.1613752,0.6545967],"study_design_scores_gemma":[0.00002269166,0.00006801278,0.0009063651,0.0002933696,0.00001288233,0.001238849,0.00009425564,0.03238379,0.02257919,0.02518836,0.9171677,0.00004461638],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01021234,0.0007645395,0.8014932,0.001290706,0.0005315696,0.0005975851,0.0007246229,0.02019597,0.1641894],"genre_scores_gemma":[0.05232484,0.001575763,0.6848691,0.0009956604,0.0001538105,0.0008200365,0.003197144,0.01086982,0.245194],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01718178,"threshold_uncertainty_score":0.05747879,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2946762441","doi":"10.1007/978-3-030-19823-7_37","title":"Learning Automata-Based Solutions to the Single Elevator Problem","year":2019,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Elevator Systems and Control","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Elevator; Benchmark (surveying); Computer science; Learning automata; Scheme (mathematics); Convergence (economics); Automaton; Mathematical optimization; Scheduling (production processes); Field (mathematics); Artificial intelligence; Mathematics; Engineering","authors":[{"name":"Omar Ghaleb","is_ca":true},{"name":"B. John Oommen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006153271209208703,"gpt":0.200120828089534,"spread":0.1939675568803254,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005071691,0.0006555854,0.000836889,0.0004201122,0.0004177335,0.0009016396,0.001573463,0.001579881,0.005853849],"category_scores_gemma":[0.003325006,0.0004300228,0.0007572013,0.0004832372,0.0007668805,0.0010617,0.001403356,0.001544639,0.0006614169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006443528,"about_ca_system_score_gemma":0.0009245711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004026112,"about_ca_topic_score_gemma":0.00653073,"domain_scores_codex":[0.9997547,0.00006715217,0.00001983186,0.0000742902,0.00004163727,0.0000424525],"domain_scores_gemma":[0.9984471,0.001197867,0.00007860807,0.00009743268,0.0001348087,0.00004421489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005264673,0.00003646207,0.0002274299,0.00007218844,0.00002508263,0.00002770808,0.00006018228,0.9226741,0.0007588341,0.02258467,0.001749969,0.05173065],"study_design_scores_gemma":[0.000009407038,0.00001170371,0.00002588361,0.000004698039,0.000003242876,0.000004913544,0.000007894838,0.9833944,0.0001374336,0.01614502,0.0002527002,0.000002690111],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03262323,0.0004449918,0.9552742,0.0004117288,0.0001120644,0.00004827879,0.0001359625,0.0005929827,0.01035667],"genre_scores_gemma":[0.6990193,0.0004939766,0.2869562,0.0002191976,0.0001262388,0.0002653161,0.0004425219,0.0001695081,0.01230775],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005853849,"threshold_uncertainty_score":0.01958311,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2904832361","doi":"10.1007/978-3-030-01614-2_15","title":"Sustainability of Cascading Product Lifecycles","year":2018,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Business; Sustainability; Product (mathematics); Process management; Mathematics; Ecology; Biology","authors":[{"name":"Matthias Kalverkamp","is_ca":false},{"name":"Alexandra Pehlken","is_ca":false},{"name":"Thorsten Wuest","is_ca":false},{"name":"Steven B. Young","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006053612475512993,"gpt":0.2320879790719369,"spread":0.2260343665964239,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001375689,0.0005273093,0.0003876095,0.001486993,0.0008404211,0.003399419,0.000954417,0.001052804,0.008212847],"category_scores_gemma":[0.004603572,0.0002984207,0.000686541,0.001361149,0.001912857,0.00409815,0.002520611,0.001544558,0.0009887528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001983875,"about_ca_system_score_gemma":0.001687798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00217512,"about_ca_topic_score_gemma":0.001821156,"domain_scores_codex":[0.9989994,0.0002343761,0.00003868806,0.0001870558,0.0003542905,0.0001861706],"domain_scores_gemma":[0.9978769,0.0009064308,0.0002230411,0.0004026209,0.0004529753,0.0001380091],"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":[0.00004305244,0.00004668941,0.002961938,0.0003094214,0.00004992432,0.0002713672,0.000645823,0.03265388,0.001933691,0.8363823,0.00484333,0.1198586],"study_design_scores_gemma":[0.000006792134,0.00004534081,0.001887327,0.0002343921,0.00003265505,0.0001768316,0.0006555409,0.01307737,0.001809806,0.9139884,0.06806284,0.0000228511],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2359397,0.02009733,0.242677,0.0105403,0.0006810224,0.0001754916,0.0007813721,0.00093766,0.4881701],"genre_scores_gemma":[0.9483337,0.009185005,0.01051482,0.0001597898,0.0001563379,0.0001022975,0.0002209039,0.0001812846,0.03114587],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008212847,"threshold_uncertainty_score":0.02747464,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2464265904","doi":"10.1007/978-3-319-33630-5_24","title":"A Progress-Sensitive Flow-Sensitive Inlined Information-Flow Control Monitor","year":2016,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Security and Verification in Computing","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Flow (mathematics); Information flow; Computer science; Flow control (data); Mechanics; Physics; Computer network; Philosophy","authors":[{"name":"Andrew Bedford","is_ca":true},{"name":"Stephen Chong","is_ca":false},{"name":"Josée Desharnais","is_ca":true},{"name":"Nadia Tawbi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006423980228470338,"gpt":0.242268665320011,"spread":0.2358446850915407,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016219,0.0008715671,0.0006938414,0.001426442,0.0005437824,0.001586872,0.001635607,0.000727869,0.00442739],"category_scores_gemma":[0.004544103,0.0003693177,0.0003597692,0.0006197696,0.0008529832,0.002407656,0.001690669,0.001514071,0.001196507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009092167,"about_ca_system_score_gemma":0.001228787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009457087,"about_ca_topic_score_gemma":0.0010197,"domain_scores_codex":[0.9982401,0.0003401843,0.0001113248,0.0004292787,0.0007199401,0.0001590495],"domain_scores_gemma":[0.9961442,0.001054681,0.0003748439,0.001397884,0.0008625945,0.0001657637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00228536,0.0004875428,0.004535075,0.0006428903,0.000123193,0.0005121698,0.0008870591,0.03084113,0.1274216,0.1220188,0.03273151,0.6775137],"study_design_scores_gemma":[0.0001490445,0.0008536819,0.001862263,0.0001384562,0.0002558536,0.0006946348,0.00009891996,0.5876732,0.279747,0.05292815,0.07547672,0.0001220996],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01705399,0.0004353168,0.9573019,0.0002428731,0.000333954,0.0001977969,0.0004669854,0.01498073,0.008986438],"genre_scores_gemma":[0.5933243,0.0004468577,0.3868963,0.0007823202,0.0003173663,0.0002755775,0.000750324,0.001072054,0.01613493],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00442739,"threshold_uncertainty_score":0.01481116,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1157744929","doi":"10.1007/978-3-319-17837-0_15","title":"The Right to a Contribution: An Exploratory Survey on How Organizations Address It","year":2015,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Open Source Software Innovations","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":"University of Victoria","funders":"","keywords":"License; Documentation; Vision; Work (physics); Exploratory research; Public relations; Intellectual property; Political science; Knowledge management; Business; Computer science; Sociology; Engineering; Law; Social science","authors":[{"name":"Germán Poo-Caamaño","is_ca":true},{"name":"Daniel M. Germán","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02254059111252503,"gpt":0.2857981563506699,"spread":0.2632575652381449,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01002339,0.0002114398,0.0003777547,0.00204491,0.002080833,0.004757225,0.0006766214,0.0011767,0.003420021],"category_scores_gemma":[0.02818627,0.0003467721,0.0002160582,0.003409467,0.001903648,0.007606579,0.002897904,0.001721102,0.0008582997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001142629,"about_ca_system_score_gemma":0.002146232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001849842,"about_ca_topic_score_gemma":0.003143347,"domain_scores_codex":[0.9935412,0.003438713,0.0004146564,0.0004131102,0.001431334,0.0007609354],"domain_scores_gemma":[0.9729793,0.01731851,0.004244243,0.0006116786,0.002649131,0.002197154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00007260708,0.0002025152,0.2920006,0.0009270514,0.00004492109,0.0005779535,0.5617848,0.0001458415,0.0009952812,0.008524335,0.0169955,0.1177286],"study_design_scores_gemma":[0.000006635173,0.0001468644,0.1611324,0.000885235,0.00001770213,0.0006086484,0.7412488,0.0002952807,0.0002504904,0.001797171,0.09356891,0.00004184837],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792299,0.003170428,0.001351263,0.004277491,0.00005828185,0.00004541991,0.0002370422,0.00001746178,0.01161274],"genre_scores_gemma":[0.9903181,0.004110743,0.000857211,0.00139034,0.00003548134,0.00008061692,0.0002486171,0.00003217834,0.002926728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01002339,"threshold_uncertainty_score":0.05300939,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1480871548","doi":"10.1007/978-1-4419-0221-4_15","title":"Preferential Infinitesimals for Information Retrieval","year":2009,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Infinitesimal; Computer science; Mathematics; Mathematical analysis","authors":[{"name":"Maria Chowdhury","is_ca":true},{"name":"Alex Thomo","is_ca":true},{"name":"William W. Wadge","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01191097515286815,"gpt":0.2515914295910526,"spread":0.2396804544381844,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002727054,0.0005867259,0.0009400186,0.001612029,0.0008117696,0.002291056,0.001170518,0.001148537,0.00727782],"category_scores_gemma":[0.007885405,0.0004557258,0.0007973254,0.00191455,0.003330478,0.007010368,0.001622479,0.002642182,0.001314296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001393095,"about_ca_system_score_gemma":0.0006605419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005839432,"about_ca_topic_score_gemma":0.0005364175,"domain_scores_codex":[0.9987732,0.0004726194,0.0001220394,0.0001575062,0.0003848056,0.00008984101],"domain_scores_gemma":[0.995563,0.002665146,0.0002995307,0.0009066773,0.0003869434,0.0001787621],"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":[0.00000628792,0.000003335345,0.00001758528,0.00002064423,0.000003032589,0.00001013606,0.00002437745,0.001013718,0.0001199569,0.9932735,0.0005988576,0.004908556],"study_design_scores_gemma":[0.000002451825,0.000004274994,0.00001539051,0.00000354077,0.000001843776,0.00002027329,0.000005669715,0.004242058,0.00008578484,0.9943458,0.001269816,0.000003099636],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02080078,0.005348208,0.9246956,0.002331562,0.000506641,0.0000501961,0.0002006053,0.0003425526,0.04572386],"genre_scores_gemma":[0.6847151,0.005551684,0.2611615,0.0006529718,0.001234715,0.0002652453,0.0003228538,0.0002610389,0.04583493],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00727782,"threshold_uncertainty_score":0.02434671,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1507539466","doi":"10.1007/978-0-387-35637-2_7","title":"Product Model Based Multiple Viewpoint Information Sharing Using Features Technology","year":2003,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; Groupe de recherche interuniversitaire en limnologie; Pontificia Universidade Católica do Paraná; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Loughborough University","keywords":"Viewpoints; Concurrent engineering; Product engineering; Product design; New product development; Product (mathematics); Systems engineering; Manufacturing engineering; Computer science; Design technology; Process (computing); Engineering; Process management; Software engineering; Operations management","authors":[{"name":"J. O. Canciglieri","is_ca":false},{"name":"R. I. M. Young","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008888044984438402,"gpt":0.2222608246854845,"spread":0.2133727797010461,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005106664,0.0006259811,0.001161303,0.0005177161,0.0005159958,0.001647255,0.001652943,0.0009468279,0.004472138],"category_scores_gemma":[0.001113462,0.0004837421,0.001137219,0.001151778,0.0005397461,0.002396443,0.001188106,0.0007122355,0.0006316852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008030529,"about_ca_system_score_gemma":0.000686881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003511573,"about_ca_topic_score_gemma":0.001921695,"domain_scores_codex":[0.9993744,0.0001490136,0.00002516891,0.0001028821,0.0003000888,0.00004844979],"domain_scores_gemma":[0.9994968,0.0002038359,0.00004462989,0.0001441124,0.00009364657,0.00001687638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00011289,0.00006540232,0.0002637639,0.0000944191,0.00006406543,0.0001657609,0.0001231173,0.7578126,0.006704748,0.1761654,0.001475557,0.05695228],"study_design_scores_gemma":[0.000009379927,0.00002089045,0.00005157205,0.000002494676,0.00001139711,0.00002322582,0.000007092093,0.9822421,0.0008381885,0.01604841,0.0007386727,0.000006601366],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01518475,0.00009858653,0.9778557,0.00006662687,0.0000201939,0.00003075199,0.00007295184,0.000280397,0.006389915],"genre_scores_gemma":[0.7179883,0.0003078168,0.2700594,0.00003910945,0.00002084823,0.0001536669,0.0003134506,0.0001952874,0.01092217],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004472138,"threshold_uncertainty_score":0.01496077,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3007954513","doi":"10.1007/978-3-030-42250-9_26","title":"Towards a Digital Thread Between Industrial Internet of Things and Product Lifecycle Management: Experimental Work for Prototype Implementation","year":2019,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Product lifecycle; Application lifecycle management; Internet of Things; Product management; The Internet; Computer science; Industrial Internet; Product (mathematics); Thread (computing); Process management; Systems engineering; Engineering; New product development; World Wide Web; Business; Marketing","authors":[{"name":"Piers Barrios","is_ca":false},{"name":"Benoît Eynard","is_ca":false},{"name":"Christophe Danjou","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01982166255759322,"gpt":0.2725984435503372,"spread":0.252776780992744,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003690242,0.0004515198,0.0004459014,0.0004988382,0.001191495,0.003156277,0.001478996,0.001525462,0.01069448],"category_scores_gemma":[0.005000407,0.0004565476,0.0004467415,0.0006777808,0.00102522,0.005571106,0.002261832,0.001582914,0.001510237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007495643,"about_ca_system_score_gemma":0.001662593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001089658,"about_ca_topic_score_gemma":0.0008538484,"domain_scores_codex":[0.9982044,0.0005893304,0.000117676,0.0003077158,0.0006590052,0.0001218552],"domain_scores_gemma":[0.9975635,0.001040056,0.0001039367,0.000612229,0.0005160365,0.0001643637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001713156,0.008580785,0.00649959,0.001498963,0.00008648266,0.0004486176,0.006171902,0.01061581,0.2629869,0.09655137,0.006053174,0.5987933],"study_design_scores_gemma":[0.001337248,0.01164007,0.01228704,0.001129029,0.0004293426,0.0008218421,0.005953694,0.2208162,0.5135456,0.05777433,0.1740544,0.0002112032],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3365664,0.0005162995,0.6153502,0.0009763105,0.000397416,0.002324586,0.0002548425,0.002484149,0.04112991],"genre_scores_gemma":[0.5257882,0.0003703269,0.4563054,0.000293316,0.00003104005,0.001125441,0.0004725013,0.0003747417,0.01523913],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01069448,"threshold_uncertainty_score":0.03577656,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2138547624","doi":"10.1007/978-0-387-35602-0_16","title":"An Algebraic Characterization of Equivalent Bayesian Networks","year":2002,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Bayesian Modeling and Causal Inference","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"","keywords":"Bayesian network; Characterization (materials science); Equivalence (formal languages); Bayesian probability; Graphical model; Variable-order Bayesian network; Algebraic number; Computer science; Mathematics; Bayesian inference; Bayesian statistics; Artificial intelligence; Discrete mathematics; Physics","authors":[{"name":"S. K. M. Wong","is_ca":true},{"name":"Dan Wu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01100539931608388,"gpt":0.2432522625166766,"spread":0.2322468632005927,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002069924,0.0006955071,0.0008174341,0.002433296,0.001352497,0.003745785,0.001765788,0.001435547,0.009008322],"category_scores_gemma":[0.01010735,0.0006908677,0.001260923,0.002527211,0.002761489,0.008591482,0.0022086,0.003282153,0.001132284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001679144,"about_ca_system_score_gemma":0.0007956556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001365409,"about_ca_topic_score_gemma":0.00111255,"domain_scores_codex":[0.9979258,0.0006002848,0.0001839496,0.0004304668,0.0007032753,0.0001562525],"domain_scores_gemma":[0.9950225,0.002911357,0.0005795051,0.0004322196,0.0008429989,0.0002113046],"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":[0.000005303958,0.000006429356,0.00004162833,0.00001686747,0.000004415647,0.00002005587,0.00005942948,0.001308217,0.0001154094,0.9931831,0.000569444,0.004669814],"study_design_scores_gemma":[0.000003595266,0.000004214788,0.00004071214,0.000007400513,0.000005874332,0.00004946709,0.00001589028,0.009400599,0.00007315715,0.9877766,0.0026175,0.000004951771],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02376516,0.0006891827,0.9042241,0.001497027,0.0001183632,0.00008172489,0.0004379878,0.000194925,0.06899156],"genre_scores_gemma":[0.6268818,0.002682257,0.3405248,0.001345583,0.001019949,0.0004675362,0.001161532,0.0002512161,0.0256654],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009008322,"threshold_uncertainty_score":0.03013581,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2944911880","doi":"10.1007/978-3-030-19823-7_38","title":"Optimizing Self-organizing Lists-on-Lists Using Enhanced Object Partitioning","year":2019,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Optimization and Search Problems","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Context (archaeology); Object (grammar); Hierarchy; Data structure; De facto; Theoretical computer science; Hierarchical clustering; Information retrieval; Field (mathematics); Cluster analysis; Data mining; Artificial intelligence; Programming language; Geography; Mathematics","authors":[{"name":"Ekaba Bisong","is_ca":true},{"name":"B. John Oommen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01342130486871757,"gpt":0.266610094672609,"spread":0.2531887898038914,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003618772,0.0006935466,0.001057583,0.0006071178,0.0007334405,0.001025774,0.001860954,0.0008394787,0.004872538],"category_scores_gemma":[0.001029816,0.0004783786,0.0004664155,0.001121799,0.0003250067,0.001273202,0.001103752,0.00053253,0.0007764739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007035767,"about_ca_system_score_gemma":0.0007018292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00333003,"about_ca_topic_score_gemma":0.005906921,"domain_scores_codex":[0.9997306,0.00006334645,0.00001380009,0.00004443509,0.00008869851,0.00005909372],"domain_scores_gemma":[0.9993966,0.0003007704,0.00004361328,0.00009632591,0.0001213712,0.00004131137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002612194,0.0002409265,0.0005324091,0.0001472628,0.00005421641,0.00005332529,0.00007745122,0.7801761,0.01205432,0.007288592,0.005379391,0.1937348],"study_design_scores_gemma":[0.00001320939,0.00005103499,0.00009214279,0.000002926798,0.000007684626,0.00001493303,0.00001557385,0.9960239,0.001758927,0.001442276,0.0005727677,0.000004594306],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08709462,0.0006002715,0.9003512,0.0001435563,0.0001091659,0.0001155397,0.0001493877,0.002264185,0.009172092],"genre_scores_gemma":[0.5550278,0.0002157551,0.4358622,0.00009478618,0.0000599504,0.0001970099,0.0004355821,0.0004119154,0.007695024],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004872538,"threshold_uncertainty_score":0.01630026,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400094459","doi":"10.1007/978-3-031-62582-4_4","title":"Optimizing Closed-Loop Supply Chain in the Electric Vehicle Battery Industry: A Fully Fuzzy Approach","year":2024,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Trois-Rivières; Polytechnique Montréal","funders":"","keywords":"Closed loop; Supply chain; Fuzzy logic; Automotive engineering; Electric vehicle; Loop (graph theory); Battery (electricity); Computer science; Control engineering; Business; Engineering; Mathematics; Artificial intelligence; Physics; Marketing; Power (physics)","authors":[{"name":"Mina Kazemi Miyangaskary","is_ca":true},{"name":"Samira Keivanpour","is_ca":true},{"name":"Amina Lamghari","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01171362575033683,"gpt":0.250096339066823,"spread":0.2383827133164862,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000965681,0.001061002,0.001520718,0.0005286517,0.0006165198,0.002218634,0.001263607,0.001931243,0.004353109],"category_scores_gemma":[0.00173732,0.0007163303,0.000954042,0.0008343891,0.0007479689,0.001524588,0.0009154241,0.0009818858,0.0003318565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001339888,"about_ca_system_score_gemma":0.001337833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01088522,"about_ca_topic_score_gemma":0.006391654,"domain_scores_codex":[0.9995747,0.0001528077,0.00001880755,0.00008026585,0.0001040846,0.00006940054],"domain_scores_gemma":[0.9994314,0.0003739591,0.00004593735,0.00002227673,0.0001030364,0.00002324218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002873764,0.00002523015,0.0001023301,0.00006298104,0.00002913645,0.00004767752,0.00003293539,0.9784473,0.0005666098,0.0068079,0.0004219571,0.01342726],"study_design_scores_gemma":[0.000004403837,0.00002379793,0.00006205122,0.00000897915,0.00001005773,0.000008136214,0.00001478429,0.9920848,0.0001554889,0.007325009,0.0002972409,0.000005248162],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02550741,0.0008094578,0.9585203,0.0003207398,0.00006428643,0.00006516113,0.0001020405,0.0001277188,0.01448289],"genre_scores_gemma":[0.9055587,0.0009770308,0.0812765,0.00012548,0.00009444829,0.0001355616,0.0001184676,0.0000735275,0.01164027],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01088522,"threshold_uncertainty_score":0.0216437,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2141808331","doi":"10.1007/978-0-387-35413-2_34","title":"A Secure Authentication Infrastructure for Mobile Communication Services over the Internet","year":2001,"lang":"en","type":"book-chapter","venue":"IFIP advances in information and communication technology","topic":"IPv6, Mobility, Handover, Networks, Security","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer security; Computer science; Password; The Internet; Authentication (law); Service provider; Mobile payment; Internet privacy; Computer network; Telecommunications; Mobile computing; Service (business); World Wide Web; Business","authors":[{"name":"Irénée Dupré la Tour","is_ca":true},{"name":"Gregor von Bochmann","is_ca":true},{"name":"Jean‐Yves Chouinard","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003019655374927204,"gpt":0.219305114194333,"spread":0.2162854588194058,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007046884,0.0008795664,0.000450753,0.001285037,0.001118173,0.002252363,0.0009544893,0.00167506,0.007038629],"category_scores_gemma":[0.001313239,0.000791588,0.0004812447,0.001151672,0.0009564571,0.004472319,0.00216722,0.002175112,0.008402625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008491008,"about_ca_system_score_gemma":0.001505006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007169832,"about_ca_topic_score_gemma":0.0008130787,"domain_scores_codex":[0.9992995,0.0001066842,0.00005938987,0.00006140514,0.0003793157,0.00009362603],"domain_scores_gemma":[0.9994597,0.0001248431,0.0000471672,0.0001908786,0.0001351362,0.00004234226],"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":[0.00009828922,0.0001033364,0.0002456398,0.0002827129,0.00002530941,0.0004590577,0.0005306634,0.004929096,0.02702853,0.5249217,0.0820429,0.3593328],"study_design_scores_gemma":[0.00004259475,0.0001403001,0.0005289814,0.0002942646,0.0000575257,0.001310058,0.0001277525,0.04055516,0.02361756,0.1550183,0.7782382,0.00006928694],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008751131,0.008411752,0.8100088,0.002932681,0.001604209,0.0007146662,0.0003205705,0.007898885,0.1593572],"genre_scores_gemma":[0.2069269,0.0174934,0.5088229,0.001042332,0.001419874,0.00112452,0.001827597,0.001444201,0.2598984],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007038629,"threshold_uncertainty_score":0.02354652,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}