{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3595,"total_is_capped":false,"direct_labels_cover":8,"predictions_cover":3595,"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":"74affac4c4bc","filters":{"venue":"IGI Global eBooks"}},"results":[{"id":"W2496984780","doi":"10.4018/978-1-60566-654-9.ch004","title":"A Constructivist Approach to Online Learning","year":2009,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":379,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Community of inquiry; Constructivist teaching methods; Social constructivism; Process (computing); Epistemology; Sociology; Psychology; Data science; Computer science; Cognition; Pedagogy; Teaching method","authors":[{"name":"Karen Swan","is_ca":false},{"name":"D. Randy Garrison","is_ca":true},{"name":"Jennifer Richardson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02385366411273489,"gpt":0.2967045124418131,"spread":0.2728508483290782,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01249756,0.0009278618,0.001020963,0.004183938,0.002974384,0.009641695,0.003879925,0.002076265,0.009535779],"category_scores_gemma":[0.0101862,0.0006084333,0.001081536,0.004317743,0.01918209,0.008455073,0.006292791,0.006265219,0.001570101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007535546,"about_ca_system_score_gemma":0.006696698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003524065,"about_ca_topic_score_gemma":0.004156855,"domain_scores_codex":[0.9879362,0.008200058,0.00043948,0.0008896293,0.002225309,0.000309314],"domain_scores_gemma":[0.991726,0.006464205,0.0001880662,0.0008411697,0.0005495388,0.000231019],"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":[0.000008482371,0.00007635261,0.0002184924,0.0003430559,0.00001984089,0.00003954433,0.009603043,0.00115242,0.0002038285,0.9552767,0.002378747,0.03067971],"study_design_scores_gemma":[0.00002904543,0.00005256007,0.0002266864,0.0005359793,0.00001124369,0.0001040441,0.006585505,0.002876489,0.0003659599,0.8153672,0.1738238,0.00002151196],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006957447,0.003632303,0.7378477,0.00874067,0.0004712213,0.001600079,0.0003408445,0.000470874,0.2399389],"genre_scores_gemma":[0.273429,0.006961698,0.6650956,0.003485741,0.0003442787,0.007312996,0.0005404021,0.0003276157,0.04250269],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01249756,"threshold_uncertainty_score":0.06609422,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2495784352","doi":"10.4018/978-1-60566-198-8.ch052","title":"Communities of Inquiry in Online Learning","year":2009,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":363,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Community of inquiry; Focus (optics); Sociology; Online community; Learning community; Cognition; Pedagogy; Psychology; Computer science; World Wide Web","authors":[{"name":"D. Randy Garrison","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04760511859012016,"gpt":0.3325385973233366,"spread":0.2849334787332164,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002316305,0.0004151499,0.0003839266,0.001311713,0.003963126,0.007866239,0.00100938,0.002204419,0.008044918],"category_scores_gemma":[0.002998086,0.0002302517,0.0003296671,0.002043073,0.009848889,0.01186657,0.005686333,0.003002995,0.001356712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003004522,"about_ca_system_score_gemma":0.003285999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001658121,"about_ca_topic_score_gemma":0.003218279,"domain_scores_codex":[0.9981201,0.001202429,0.00005421537,0.0001398051,0.0003600547,0.0001233294],"domain_scores_gemma":[0.9976593,0.001743983,0.00007948693,0.0001671388,0.0001324375,0.0002175547],"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":[0.000002979775,0.00001897587,0.00007165648,0.0001472181,0.000001534692,0.0000831297,0.01218526,0.0001884849,0.00007721077,0.9437167,0.01060232,0.03290445],"study_design_scores_gemma":[0.000004232147,0.00001279199,0.0001332883,0.0005165641,0.000001895146,0.0002788199,0.006090889,0.0004730608,0.00006747268,0.4113216,0.5810915,0.000007921061],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01056706,0.0685946,0.07740868,0.01556037,0.001891747,0.0003408239,0.00005155117,0.0002142889,0.8253708],"genre_scores_gemma":[0.4325924,0.06072063,0.1038543,0.00517966,0.001565221,0.00120785,0.0001660798,0.0003409693,0.394373],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008044918,"threshold_uncertainty_score":0.02691299,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1530261662","doi":"10.4018/978-1-60566-729-4.ch001","title":"Learning Networks and Connective Knowledge","year":2010,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":328,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada","funders":"","keywords":"Connectivism; Distributive property; Conversation; Collaborative learning; Knowledge management; Computer science; Experiential learning; Cognitive science; Epistemology; Learning theory; Psychology; Mathematics education; Communication; Mathematics","authors":[{"name":"Stephen Downes","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03107403021668462,"gpt":0.3444739041522292,"spread":0.3133998739355446,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001254293,0.0003527421,0.00022422,0.001324548,0.002070062,0.00519105,0.0008805102,0.001161054,0.01389418],"category_scores_gemma":[0.003384568,0.0001934731,0.0002241845,0.001362126,0.008604245,0.009317365,0.003138769,0.001501502,0.001672617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002111085,"about_ca_system_score_gemma":0.0009795878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009647103,"about_ca_topic_score_gemma":0.001162702,"domain_scores_codex":[0.9991755,0.0003493041,0.00003166474,0.0001847544,0.0001775428,0.00008112461],"domain_scores_gemma":[0.9979963,0.001400989,0.0001565017,0.0001717922,0.0001394395,0.0001350168],"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":[0.000002330333,0.000002830461,0.00003978025,0.000034055,0.000001000712,0.00002795257,0.0007613997,0.0002075321,0.00003981182,0.9907459,0.001016682,0.007120656],"study_design_scores_gemma":[0.000002907635,0.000003418485,0.00006780777,0.00005514458,0.000001320868,0.00005441186,0.0003108464,0.0004601354,0.00005464999,0.9431406,0.05584609,0.000002836328],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02372117,0.01682217,0.09555509,0.01229493,0.0006601256,0.00008783228,0.0001210514,0.0002054758,0.8505321],"genre_scores_gemma":[0.7219037,0.0222846,0.06989324,0.001736708,0.001182988,0.0005426523,0.0003659182,0.0001376505,0.1819526],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01389418,"threshold_uncertainty_score":0.04648066,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2640088286","doi":"10.4018/978-1-5225-2255-3.ch010","title":"Artificial Intelligence Review","year":2017,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Computability, Logic, AI Algorithms","field":"Computer Science","cited_by":137,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Moncton","funders":"","keywords":"Turing test; Artificial intelligence; Computer science; Fuzzy logic; Artificial Intelligence System; Applications of artificial intelligence; Artificial neural network; Cover (algebra); Machine learning; Engineering","authors":[{"name":"Amal Kilani","is_ca":false},{"name":"Ahmed Ben Hamida","is_ca":false},{"name":"Habib Hamam","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06276968317688227,"gpt":0.3042134384574336,"spread":0.2414437552805513,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009322619,0.0009732562,0.0009878742,0.004759051,0.001012655,0.004165647,0.001777574,0.001900099,0.04924346],"category_scores_gemma":[0.003106835,0.000378563,0.0007092532,0.006384747,0.001276647,0.003757209,0.001665461,0.002549969,0.02786427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002526582,"about_ca_system_score_gemma":0.002360893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001995979,"about_ca_topic_score_gemma":0.002837435,"domain_scores_codex":[0.9991136,0.0001644422,0.00008284094,0.0001599596,0.0004083365,0.00007081586],"domain_scores_gemma":[0.998478,0.000797692,0.00007196074,0.0001199536,0.0004367165,0.00009566136],"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":[0.00002422717,0.00004409548,0.0001974608,0.004211358,0.00004137523,0.0001940893,0.0002787872,0.0006704815,0.0003959328,0.0791003,0.420152,0.4946899],"study_design_scores_gemma":[0.000001205239,0.000005505794,0.0001124023,0.0007645865,0.000004965132,0.000203693,0.00003436769,0.00004042266,0.00004209417,0.006421411,0.9923649,0.000004445964],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005110622,0.842267,0.003028963,0.008257228,0.00589173,0.00003652656,0.0003509499,0.0001377595,0.1395188],"genre_scores_gemma":[0.006920723,0.8893019,0.004065873,0.006880024,0.005419799,0.00007429855,0.0008677956,0.0001425762,0.086327],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04924346,"threshold_uncertainty_score":0.1647358,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2487705751","doi":"10.4018/978-1-4666-3685-9.ch006","title":"An Overview of Cryptography","year":2013,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Cryptographic Implementations and Security","field":"Computer Science","cited_by":131,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Cryptography; Computer security; Authentication (law); Encryption; Confidentiality; Identification (biology); Key (lock); Cryptographic protocol; Public-key cryptography","authors":[{"name":"Ehsan Vahedi","is_ca":true},{"name":"Vincent W. S. Wong","is_ca":true},{"name":"Ian F. Blake","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04848189568759899,"gpt":0.3120439594122597,"spread":0.2635620637246607,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001189316,0.001701345,0.0009664973,0.003424217,0.001607754,0.004580795,0.001656393,0.002919969,0.03443249],"category_scores_gemma":[0.002172894,0.0008793883,0.001051619,0.004840785,0.002484647,0.009060618,0.002255543,0.004852648,0.03598865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002387953,"about_ca_system_score_gemma":0.001934374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006868227,"about_ca_topic_score_gemma":0.000526314,"domain_scores_codex":[0.9982779,0.0003623996,0.0001533566,0.0002304694,0.0007989303,0.0001770187],"domain_scores_gemma":[0.9989178,0.0005279972,0.00005717083,0.000191169,0.0002578652,0.00004810145],"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":[0.00002986218,0.00006669221,0.0001524023,0.00149404,0.0000173864,0.00013435,0.0003412818,0.001300801,0.001209504,0.6003121,0.1057268,0.2892147],"study_design_scores_gemma":[0.000006563537,0.00002661789,0.00009125027,0.0005633318,0.000004538506,0.0004509584,0.00005486413,0.0005500239,0.0003718664,0.1596019,0.8382602,0.00001797498],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.001530843,0.412158,0.1016402,0.007889831,0.004673664,0.0002144059,0.0005677169,0.0008915632,0.4704338],"genre_scores_gemma":[0.03891873,0.61533,0.09931242,0.005597008,0.008911933,0.0005116692,0.001527365,0.00076608,0.2291249],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03443249,"threshold_uncertainty_score":0.1151882,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2484747490","doi":"10.4018/978-1-878289-79-7.ch010","title":"The Impacts of Telecommuting on Organizations and Individuals","year":2001,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Work-Family Balance Challenges","field":"Social Sciences","cited_by":125,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Telecommuting; Knowledge management; Business; Key (lock); Process management; Operations management; Computer science; Engineering; Work (physics); Computer security","authors":[{"name":"Alain Pinsonneault","is_ca":true},{"name":"Martin Boisvert","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02079858227917955,"gpt":0.2855423218249006,"spread":0.2647437395457211,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008276401,0.0003502848,0.0002596274,0.001458648,0.002552832,0.004910529,0.0005981199,0.001249432,0.01260483],"category_scores_gemma":[0.001284103,0.0001181845,0.0001969135,0.003687863,0.002095068,0.002862834,0.001592034,0.0008516679,0.001657798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002222255,"about_ca_system_score_gemma":0.002170307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005560206,"about_ca_topic_score_gemma":0.009040048,"domain_scores_codex":[0.9987224,0.0005907887,0.0000260377,0.00007041136,0.0003601451,0.0002301533],"domain_scores_gemma":[0.9987497,0.0008582718,0.000117328,0.00003110051,0.0001263399,0.000117281],"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":[0.0000544425,0.0001894644,0.00763705,0.001211597,0.0000346791,0.001558916,0.01943737,0.001997551,0.0008302816,0.2623587,0.06105864,0.6436313],"study_design_scores_gemma":[0.00001268052,0.0001471037,0.02578183,0.002076256,0.00003972533,0.00117245,0.07518581,0.0006093256,0.0008967618,0.1167921,0.7772342,0.00005169206],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09836004,0.1229856,0.003409689,0.03296997,0.0009575016,0.00004849886,0.0001984687,0.00007892001,0.7409914],"genre_scores_gemma":[0.6312739,0.2706859,0.002404272,0.005114377,0.001315707,0.000107869,0.0002214635,0.00005284852,0.08882353],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01260483,"threshold_uncertainty_score":0.04216737,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2489600561","doi":"10.4018/978-1-61350-501-4.ch007","title":"Privacy by Design","year":2011,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":123,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Set (abstract data type); Privacy by Design; Computer science; Work (physics); Internet privacy; Design elements and principles; Information privacy; Knowledge management; Political science; Computer security; Engineering ethics; Engineering; Software engineering","authors":[{"name":"Ann Cavoukian","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05351780835647808,"gpt":0.2878995043243545,"spread":0.2343816959678764,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009979697,0.001245246,0.0008871817,0.001442439,0.006010132,0.01450032,0.002146329,0.004987754,0.02483416],"category_scores_gemma":[0.0108184,0.0006900656,0.0009417891,0.001861736,0.02933563,0.01431902,0.00745392,0.006242105,0.007612408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00973342,"about_ca_system_score_gemma":0.00942888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005920233,"about_ca_topic_score_gemma":0.005369616,"domain_scores_codex":[0.9879864,0.006595639,0.0005642499,0.001478134,0.002679239,0.0006963586],"domain_scores_gemma":[0.9926893,0.003795441,0.0002454086,0.002094185,0.0008670423,0.0003085411],"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":[0.000002745563,0.000004400018,0.0000325265,0.00006673329,0.000002558975,0.0000149492,0.001159238,0.0001025191,0.00003623821,0.9788966,0.01029746,0.009384057],"study_design_scores_gemma":[0.000004703606,0.000007647421,0.00003534702,0.0002406543,0.000003527884,0.00009980012,0.0005538398,0.0001435426,0.0001310893,0.3660063,0.6327654,0.000008291924],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001574567,0.01900215,0.1442062,0.04170665,0.002491425,0.0002492783,0.0002925961,0.0004724489,0.7900046],"genre_scores_gemma":[0.2472336,0.03702655,0.1229383,0.02884238,0.00248592,0.001753377,0.0009547601,0.001444722,0.5573204],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02483416,"threshold_uncertainty_score":0.0830785,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W44554926","doi":"10.4018/978-1-878289-69-8.ch002","title":"The Access Rainbow","year":2000,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"E-Government and Public Services","field":"Social Sciences","cited_by":113,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; University of Toronto","funders":"","keywords":"Computer science; Public access; Point (geometry); Ideal (ethics); Telecommunications; Access to information; Universal design; Information access; Computer security; World Wide Web; Political science; Mathematics","authors":[{"name":"Andrew Clement","is_ca":true},{"name":"Leslie Reagan Shade","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02914572374188628,"gpt":0.3028572609835418,"spread":0.2737115372416555,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001771708,0.0005248847,0.0003864528,0.001170406,0.003508418,0.008582981,0.001196617,0.002697428,0.03663934],"category_scores_gemma":[0.002910376,0.0004495252,0.0006408121,0.001520346,0.007455727,0.0210706,0.00680109,0.00537541,0.007727589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004656915,"about_ca_system_score_gemma":0.004679115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008036734,"about_ca_topic_score_gemma":0.006687696,"domain_scores_codex":[0.998467,0.0004308355,0.0000654514,0.0002993963,0.0005215775,0.0002156489],"domain_scores_gemma":[0.9991828,0.0002459477,0.00004017559,0.0001956607,0.0001989006,0.0001365486],"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":[0.000002653344,0.000002723477,0.00002641819,0.00001332589,7.491684e-7,0.00001769557,0.0004705102,0.00008502657,0.0000423823,0.9853789,0.007309282,0.006650291],"study_design_scores_gemma":[0.00000378271,0.0000125489,0.0001074499,0.0001078119,0.000003929973,0.0001676918,0.0008021667,0.0005157292,0.000143653,0.4017816,0.5963416,0.00001213601],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003987183,0.002987892,0.06430366,0.01419763,0.000714956,0.00008232943,0.000188926,0.0004561767,0.9130812],"genre_scores_gemma":[0.2260321,0.009852516,0.03232786,0.005930653,0.0004761872,0.0002908978,0.0004308993,0.000697604,0.7239612],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03663934,"threshold_uncertainty_score":0.1225708,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2344987651","doi":"10.4018/978-1-60566-659-4","title":"Handbook of Research on Contemporary Theoretical Models in Information Systems","year":2009,"lang":"en","type":"book","venue":"IGI Global eBooks","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":107,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Epistemology; Cognitive science; Management science; Computer science; Data science; Sociology; Psychology; Engineering; Philosophy","authors":[{"name":"Yogesh K. Dwivedi","is_ca":false},{"name":"Banita Lal","is_ca":false},{"name":"Michael D. Williams","is_ca":false},{"name":"Scott L. Schneberger","is_ca":false},{"name":"Michael Wade","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04119371999617757,"gpt":0.293314206143675,"spread":0.2521204861474975,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009390975,0.00113846,0.00129606,0.003357464,0.001145019,0.006345163,0.001776735,0.001727659,0.03289365],"category_scores_gemma":[0.00310124,0.0007855473,0.0007387073,0.009321155,0.002260483,0.007699391,0.001305142,0.003397079,0.01014946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003496618,"about_ca_system_score_gemma":0.00447095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004480398,"about_ca_topic_score_gemma":0.005131471,"domain_scores_codex":[0.9991552,0.0002263558,0.0000672608,0.00009072889,0.0004054299,0.0000550266],"domain_scores_gemma":[0.9979308,0.001567814,0.00008752601,0.0001047204,0.0002474655,0.00006175197],"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":[0.000007108937,0.00004706463,0.000155808,0.000835342,0.00001865319,0.00005662609,0.0006686006,0.001128135,0.0001319667,0.7424743,0.1606438,0.0938326],"study_design_scores_gemma":[0.000008255545,0.00001270134,0.0003922745,0.001122291,0.00001528968,0.0002284226,0.0004185553,0.001707061,0.00008656751,0.2938693,0.7021217,0.000017517],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.001942892,0.3009545,0.07592616,0.01681505,0.003038104,0.0001187417,0.001472587,0.0007676701,0.5989642],"genre_scores_gemma":[0.06987043,0.5809622,0.07479156,0.007353539,0.002964673,0.0005652482,0.002593277,0.0005570336,0.2603421],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03289365,"threshold_uncertainty_score":0.1100402,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2182995667","doi":"10.4018/978-1-61520-670-4.ch023","title":"Knowledge Management in Healthcare","year":2010,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":106,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Health care; Business; Knowledge management; Medicine; Computer science; Political science","authors":[{"name":"Christo El Morr","is_ca":true},{"name":"Julien Subercaze","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03939148948260265,"gpt":0.3246333900330004,"spread":0.2852419005503978,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002786844,0.0007790687,0.0007321251,0.002459619,0.002305959,0.01033666,0.001697549,0.004248376,0.01016978],"category_scores_gemma":[0.002627903,0.000350383,0.0005177872,0.005058462,0.008576054,0.009121249,0.004249852,0.002947916,0.003867252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005511655,"about_ca_system_score_gemma":0.006024013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003516942,"about_ca_topic_score_gemma":0.003387189,"domain_scores_codex":[0.9974965,0.001123923,0.0001793197,0.0003304954,0.0006807204,0.000188964],"domain_scores_gemma":[0.9986441,0.000790374,0.00009681754,0.0001760906,0.0001681523,0.000124563],"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":[0.00000689233,0.00002393684,0.000120187,0.0007823911,0.00001874076,0.0001448824,0.003029284,0.0007426745,0.000174094,0.801214,0.0395489,0.1541939],"study_design_scores_gemma":[0.000005551329,0.00001571918,0.0002421087,0.001202256,0.000007036502,0.0002162012,0.001403237,0.0004978947,0.0001447282,0.4632943,0.5329549,0.00001604065],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.002871916,0.2354272,0.0607901,0.06013379,0.002835466,0.0001794926,0.0001805901,0.0002374802,0.6373439],"genre_scores_gemma":[0.2167285,0.3346513,0.1200492,0.02044545,0.005522341,0.0006164155,0.0006690979,0.0002259376,0.3010918],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01033666,"threshold_uncertainty_score":0.03999007,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2496444460","doi":"10.4018/978-1-59140-174-2.ch008","title":"Computer-Mediated Learning Groups","year":2004,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":97,"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":"Structuring; The Internet; Process (computing); Computer science; Psychology; Knowledge management; World Wide Web; Political science","authors":[{"name":"Charles R. Graham","is_ca":false},{"name":"Melanie Misanchuk","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03536906183216021,"gpt":0.3270636124029649,"spread":0.2916945505708047,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001040949,0.0009141959,0.0004897799,0.001281623,0.002057351,0.005509334,0.002811868,0.002507306,0.08455424],"category_scores_gemma":[0.002507327,0.0002416176,0.0004008948,0.001266651,0.002595616,0.005135195,0.00458749,0.001592801,0.02139985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001528892,"about_ca_system_score_gemma":0.001614245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005309443,"about_ca_topic_score_gemma":0.0008883799,"domain_scores_codex":[0.9988527,0.0003767668,0.00004993803,0.0002205968,0.0003617402,0.0001382639],"domain_scores_gemma":[0.9987957,0.0005397257,0.00007494286,0.0002389241,0.0001582868,0.0001924953],"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":[0.00002266386,0.0001787325,0.0002100578,0.0006129497,0.0000144482,0.0002090753,0.0051647,0.0004800551,0.001075206,0.5546929,0.1021026,0.3352366],"study_design_scores_gemma":[0.0000129796,0.00005336423,0.0002086095,0.000251091,0.000004711136,0.0003261319,0.0006451241,0.0002649532,0.0004986148,0.08957815,0.9081461,0.00001017096],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003064782,0.009076542,0.03513059,0.002367695,0.00116857,0.000488752,0.0001094102,0.0004870881,0.9481066],"genre_scores_gemma":[0.08394058,0.01149296,0.03453126,0.001927365,0.0008492619,0.0009529273,0.0003841039,0.000181821,0.8657398],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08455424,"threshold_uncertainty_score":0.2828621,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4213425470","doi":"10.4018/978-1-59904-304-3","title":"Games and Simulations in Online Learning","year":2007,"lang":"en","type":"book","venue":"IGI Global eBooks","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":96,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simulent (Canada)","funders":"","keywords":"Computer science; Online learning; Psychology; Mathematics education; Multimedia","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01532356777219962,"gpt":0.2908332212169475,"spread":0.2755096534447479,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002903399,0.001037149,0.0005463746,0.0007955347,0.0005225784,0.002616802,0.0008353433,0.001113413,0.01662662],"category_scores_gemma":[0.001382297,0.0003025329,0.0003737418,0.001052091,0.001524222,0.00299099,0.001475991,0.001947038,0.004275583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009368735,"about_ca_system_score_gemma":0.0008582188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001442092,"about_ca_topic_score_gemma":0.00265455,"domain_scores_codex":[0.9997435,0.0001049385,0.000008776042,0.00002291732,0.0001040797,0.00001571359],"domain_scores_gemma":[0.9994,0.0004273381,0.00001666804,0.00004862044,0.00004488276,0.0000623837],"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":[0.00003222667,0.000148383,0.0001908287,0.0003777565,0.00002071689,0.00006604052,0.0005029177,0.01390381,0.0006310747,0.572324,0.1612738,0.2505284],"study_design_scores_gemma":[0.00001272784,0.00003581132,0.0002847542,0.0003323078,0.000006914913,0.0001201374,0.0002131478,0.01101056,0.0002907596,0.4448832,0.5427975,0.00001221368],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004967948,0.06115944,0.08086494,0.004000593,0.002180797,0.0001275547,0.0001134181,0.0005555129,0.8460297],"genre_scores_gemma":[0.09115382,0.05148131,0.04005524,0.001410147,0.00173149,0.0005014292,0.0002991445,0.000308769,0.8130587],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01662662,"threshold_uncertainty_score":0.05562162,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1527015146","doi":"10.4018/978-1-59904-337-1","title":"Advanced Teaching Methods for the Technology Classroom","year":2007,"lang":"en","type":"book","venue":"IGI Global eBooks","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":95,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Mathematics education; Computer science; Psychology","authors":[{"name":"Stephen Petrina","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01713651185739361,"gpt":0.3536107108073206,"spread":0.336474198949927,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009303688,0.0007755477,0.0003797191,0.001061873,0.00103502,0.003632956,0.001460241,0.0009834386,0.04343003],"category_scores_gemma":[0.002360914,0.0003270971,0.0005512179,0.000891032,0.001503251,0.003264372,0.002999684,0.002856603,0.017446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001170919,"about_ca_system_score_gemma":0.002065561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000685475,"about_ca_topic_score_gemma":0.001680011,"domain_scores_codex":[0.9990226,0.0002212449,0.000045971,0.00008587425,0.0005740231,0.000050264],"domain_scores_gemma":[0.9993671,0.0002895887,0.00003215857,0.0001230146,0.0001144218,0.00007377363],"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":[0.00001734513,0.00007880796,0.0001219565,0.0008111771,0.00001250047,0.0001119453,0.00151624,0.0004351494,0.002582329,0.2805054,0.1688918,0.5449153],"study_design_scores_gemma":[0.000007920363,0.00001715108,0.0001637085,0.0003771149,0.000003524542,0.000287055,0.00020722,0.0005950093,0.0005422708,0.04232518,0.9554654,0.000008490093],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.002790038,0.05174971,0.3888842,0.007878825,0.007157693,0.0005887013,0.0004019024,0.004629161,0.5359198],"genre_scores_gemma":[0.02600555,0.03528662,0.3707541,0.002847805,0.001122487,0.001200402,0.0006933338,0.001275722,0.560814],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04343003,"threshold_uncertainty_score":0.1452879,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2741427711","doi":"10.4018/978-1-878289-98-8.ch016","title":"Managing Organizational Knowledge by Diagnosing Intellectual Capital","year":2001,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Intellectual Capital and Performance Analysis","field":"Business, Management and Accounting","cited_by":92,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Intellectual capital; Variety (cybernetics); Knowledge management; Field (mathematics); Competitive advantage; Human capital; Resource (disambiguation); Business; Engineering ethics; Engineering; Computer science; Marketing; Economics","authors":[{"name":"Nick Bontis","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01278586821656571,"gpt":0.2129879628116564,"spread":0.2002020945950906,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003408048,0.0007147861,0.0004044982,0.006438133,0.001069493,0.009835469,0.001398528,0.001647424,0.002495209],"category_scores_gemma":[0.01650107,0.0002423606,0.0002548555,0.003671101,0.003460007,0.0153761,0.003150738,0.0009100066,0.0003572278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00376885,"about_ca_system_score_gemma":0.002397872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002926319,"about_ca_topic_score_gemma":0.002630571,"domain_scores_codex":[0.9980361,0.0006933073,0.0001243269,0.00027551,0.0006121447,0.0002587057],"domain_scores_gemma":[0.9919728,0.004755066,0.001502513,0.0004938995,0.000912711,0.0003630691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009549152,0.0002471312,0.06389633,0.0006574821,0.00007558462,0.0006917475,0.00958744,0.01398919,0.001507268,0.4403576,0.006152639,0.4627421],"study_design_scores_gemma":[0.00003303001,0.0001656013,0.02699742,0.0008938895,0.00008838802,0.0006231642,0.01580145,0.06471727,0.003947662,0.8537468,0.03290859,0.00007674269],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4288887,0.01261977,0.164661,0.01605649,0.0003898933,0.0005045383,0.0005021684,0.0004859414,0.3758915],"genre_scores_gemma":[0.9549147,0.002609515,0.03840834,0.0001533512,0.00008484079,0.00008912725,0.0001673927,0.00001289517,0.003559834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009835469,"threshold_uncertainty_score":0.027345,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2490457784","doi":"10.4018/978-1-60566-022-6.ch001","title":"The Emerging Field of Technoethics","year":2009,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":83,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Scholarship; Premise; Engineering ethics; Variety (cybernetics); Field (mathematics); TRACE (psycholinguistics); Key (lock); Political science; Sociology; Management science; Engineering; Computer science; Epistemology; Computer security; Law","authors":[{"name":"Rocci Luppicini","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03762684077228531,"gpt":0.3639737151995298,"spread":0.3263468744272445,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004325273,0.000583311,0.0005588213,0.002589139,0.004024053,0.01018018,0.001041898,0.004240202,0.006033514],"category_scores_gemma":[0.004983159,0.0002516972,0.000324378,0.003037649,0.04155786,0.009610704,0.003788575,0.00723738,0.000905745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007228841,"about_ca_system_score_gemma":0.005669741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001531643,"about_ca_topic_score_gemma":0.001477075,"domain_scores_codex":[0.9949686,0.003051505,0.000144206,0.0003709134,0.001215495,0.0002492996],"domain_scores_gemma":[0.992991,0.005591911,0.0002313388,0.0004741782,0.0004806685,0.00023092],"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":[0.000002200991,0.000006059895,0.00005586027,0.00009429312,0.000001150663,0.00004405888,0.00282669,0.0001021698,0.0000492865,0.981752,0.003295326,0.01177079],"study_design_scores_gemma":[0.000003442249,0.00001204099,0.0001832429,0.0007641921,0.000001997832,0.0002660933,0.002889601,0.0003957023,0.0001588552,0.6008038,0.3945113,0.000009809572],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.01304457,0.1449354,0.03117531,0.0969165,0.003072303,0.00006629432,0.00005873418,0.0001195448,0.7106113],"genre_scores_gemma":[0.6145531,0.2025109,0.02224214,0.01997339,0.006258579,0.0004377207,0.0001009501,0.0003189906,0.1336042],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.995976,"threshold_uncertainty_score":0.05244911,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4255165398","doi":"10.4018/978-1-59140-441-5.ch008","title":"KEA","year":2004,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Advanced Text Analysis Techniques","field":"Computer Science","cited_by":73,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Information retrieval; Metadata; Feature (linguistics); Artificial intelligence; License; Natural language processing; World Wide Web; Linguistics","authors":[{"name":"Ian H. Witten","is_ca":false},{"name":"Gordon W. Paynter","is_ca":false},{"name":"Eibe Frank","is_ca":false},{"name":"Carl Gutwin","is_ca":true},{"name":"Craig G. Nevill-Manning","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01472894233422973,"gpt":0.2612281464799091,"spread":0.2464992041456794,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004770194,0.001210922,0.0006368831,0.0035319,0.0008218603,0.004018272,0.001320837,0.001123618,0.1955127],"category_scores_gemma":[0.002170091,0.0005691048,0.0006532796,0.003358457,0.0004835987,0.006292806,0.001540357,0.001405963,0.2323909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009371066,"about_ca_system_score_gemma":0.0008497924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009194372,"about_ca_topic_score_gemma":0.001967882,"domain_scores_codex":[0.9995723,0.00004527823,0.00003528404,0.0001146047,0.0001990647,0.00003333758],"domain_scores_gemma":[0.9989719,0.0003174786,0.00004559111,0.000264668,0.0003160039,0.00008430014],"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":[0.00009068071,0.00004375,0.0002798663,0.0007653131,0.00001749714,0.0001203397,0.0003720821,0.0005041347,0.006673384,0.0604321,0.3464848,0.5842161],"study_design_scores_gemma":[0.000004255417,0.000008106397,0.0002113021,0.00006583202,0.000005091426,0.0002632844,0.00004042081,0.0005522855,0.001515178,0.006155426,0.9911696,0.000009309269],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.003851584,0.01094228,0.228143,0.001664751,0.001263021,0.0003405833,0.0178122,0.05447026,0.6815124],"genre_scores_gemma":[0.01781695,0.007363598,0.1493434,0.0008846979,0.0003416782,0.0002392157,0.02279421,0.01104946,0.7901669],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1955127,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4226022944","doi":"10.4018/978-1-6684-5678-1.ch064","title":"Biological Conservation","year":2022,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":71,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lakehead University","funders":"","keywords":"Action (physics); Context (archaeology); Biodiversity; Possession (linguistics); Biodiversity conservation; Environmental planning; Environmental resource management; Business; Geography; Ecology; Biology; Environmental science","authors":[{"name":"Gerardo P. Reyes","is_ca":true},{"name":"Kanavillil Nandakumar","is_ca":true},{"name":"Ryan Stevens","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02075139144312668,"gpt":0.2480121133503609,"spread":0.2272607219072343,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007444758,0.0006503236,0.0003935765,0.001301806,0.001590319,0.003935336,0.001159496,0.001907199,0.134025],"category_scores_gemma":[0.001154712,0.0001675121,0.0003516389,0.001200311,0.00198892,0.002567809,0.002884065,0.002175965,0.03886153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001799975,"about_ca_system_score_gemma":0.001750408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003640874,"about_ca_topic_score_gemma":0.009916535,"domain_scores_codex":[0.9995204,0.00007702068,0.00001644595,0.0001183984,0.0002157068,0.00005210908],"domain_scores_gemma":[0.9997275,0.00005376614,0.0000195243,0.00005649758,0.00008124665,0.00006139284],"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":[0.00001781642,0.00002992557,0.0002338022,0.0003519892,0.000007065476,0.00009449934,0.0006480033,0.0002636837,0.0005686168,0.2214718,0.4279779,0.3483348],"study_design_scores_gemma":[8.970356e-7,0.000003921425,0.000149149,0.0001249278,7.899012e-7,0.00007726746,0.00006816132,0.0000244742,0.00003703725,0.008423569,0.9910882,0.000001673818],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006857481,0.01980337,0.002210021,0.007130026,0.00362047,0.00004774752,0.0003505115,0.0001635832,0.9659885],"genre_scores_gemma":[0.0128709,0.01773054,0.003985022,0.003718419,0.001446871,0.00006390871,0.0006140562,0.0001721075,0.9593982],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.134025,"threshold_uncertainty_score":0.4483584,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W434039556","doi":"10.4018/978-1-60566-022-6","title":"Handbook of Research on Technoethics","year":2009,"lang":"en","type":"book","venue":"IGI Global eBooks","topic":"Neuroethics, Human Enhancement, Biomedical Innovations","field":"Neuroscience","cited_by":71,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science","authors":[{"name":"Rocci Luppicini","is_ca":true},{"name":"Rebecca Adell","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1926382808345883,"gpt":0.4306714223814115,"spread":0.2380331415468232,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001969054,0.001062155,0.001151105,0.005884537,0.001790006,0.006235072,0.001768187,0.002678782,0.03861325],"category_scores_gemma":[0.007635645,0.0005568258,0.0004556824,0.00731853,0.003639111,0.006310734,0.002238404,0.003290118,0.02096857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003816343,"about_ca_system_score_gemma":0.006739513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003001613,"about_ca_topic_score_gemma":0.005115884,"domain_scores_codex":[0.9971699,0.000752283,0.0002482279,0.0002386747,0.001483606,0.0001072989],"domain_scores_gemma":[0.9916928,0.00596775,0.0003179269,0.0005330855,0.001280173,0.0002082021],"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":[0.00001348569,0.00005008806,0.00009731537,0.001984639,0.000009204987,0.0001059929,0.00198515,0.0004077296,0.0002436008,0.1641802,0.604705,0.2262177],"study_design_scores_gemma":[0.000002157346,0.000008034171,0.0001221819,0.001472833,0.000002504986,0.0001689454,0.00025952,0.00004686967,0.00005426431,0.01620406,0.9816511,0.000007486842],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005815354,0.359355,0.009266289,0.01347064,0.006678448,0.0002003665,0.0007511878,0.0004919494,0.6092046],"genre_scores_gemma":[0.009834259,0.4408712,0.02045568,0.009796881,0.003397117,0.0007084385,0.001422665,0.00068414,0.5128297],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03861325,"threshold_uncertainty_score":0.1291742,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2777453820","doi":"10.4018/978-1-4666-5202-6.ch030","title":"Big Data Mining and Analytics","year":2014,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Data Mining Algorithms and Applications","field":"Computer Science","cited_by":70,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Big data; Data science; Analytics; Computer science; Data analysis; Data mining","authors":[{"name":"Carson K. Leung","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06998703304402837,"gpt":0.2763552135753789,"spread":0.2063681805313505,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002097929,0.001550499,0.001926198,0.005969226,0.0008281146,0.008754835,0.002053601,0.002180468,0.3668279],"category_scores_gemma":[0.008244134,0.001530801,0.001388516,0.01315132,0.000907015,0.007824024,0.005284789,0.003955642,0.4376065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008165743,"about_ca_system_score_gemma":0.002076488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007326671,"about_ca_topic_score_gemma":0.001915225,"domain_scores_codex":[0.9989306,0.0001038579,0.00006841606,0.0001693143,0.0006722683,0.00005544297],"domain_scores_gemma":[0.9965782,0.001617829,0.0001316662,0.0007085039,0.0005242852,0.0004395689],"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":[0.00001248884,0.00003425595,0.0001730297,0.0009175646,0.00003244504,0.00004065136,0.00007376147,0.0001897679,0.0005859502,0.006412744,0.8063823,0.185145],"study_design_scores_gemma":[0.00001031778,0.0000120763,0.0005903222,0.0006194812,0.00001096835,0.000116487,0.00008221124,0.0005946761,0.0004254541,0.02343723,0.9740787,0.00002210549],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.001415731,0.05563162,0.1043379,0.02445787,0.007450444,0.001357247,0.06960616,0.02685843,0.7088846],"genre_scores_gemma":[0.006704538,0.07536466,0.1038892,0.01075731,0.004512811,0.001540422,0.06625839,0.01155092,0.7194218],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3668279,"threshold_uncertainty_score":0.9031431,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W97148157","doi":"10.4018/978-1-59140-051-6.ch006","title":"Data Mining Based on Rough Sets","year":2003,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":68,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"","keywords":"Rough set; Generalization; Data mining; Set (abstract data type); Computer science; Context (archaeology); Data set; Dominance-based rough set approach; Artificial intelligence; Mathematics; Geography","authors":[{"name":"Jerzy W. Grzymala‐Busse","is_ca":false},{"name":"Wojciech Ziarko","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06111463847584939,"gpt":0.2744266181367969,"spread":0.2133119796609475,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002430308,0.0009415173,0.001582842,0.003651409,0.0006257981,0.003851654,0.001469741,0.0008753209,0.0057043],"category_scores_gemma":[0.005534844,0.0005799593,0.001686735,0.004059193,0.001514589,0.003611695,0.001539558,0.00239636,0.003563758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001069581,"about_ca_system_score_gemma":0.00117633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005326361,"about_ca_topic_score_gemma":0.0006718903,"domain_scores_codex":[0.9979669,0.0005674068,0.0001874538,0.0002613465,0.0009645801,0.00005217622],"domain_scores_gemma":[0.9978899,0.001536978,0.00008377733,0.0002454917,0.0002111266,0.00003271921],"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":[0.00003720499,0.00005112555,0.0004741226,0.001492231,0.0001714618,0.0002913908,0.0005736802,0.01986792,0.001555811,0.5772257,0.02928674,0.3689726],"study_design_scores_gemma":[0.00001996495,0.00006288038,0.0005740575,0.0008127663,0.00006151468,0.0005460528,0.0001660748,0.04123222,0.00153891,0.7091509,0.2457789,0.00005567972],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003150298,0.04453293,0.8915259,0.003351681,0.0009974835,0.0002205609,0.0007040638,0.0006829,0.05483416],"genre_scores_gemma":[0.06990876,0.06326175,0.8368676,0.001260998,0.001303591,0.0005295034,0.002050912,0.0001816972,0.02463522],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0057043,"threshold_uncertainty_score":0.01908284,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2478139600","doi":"10.4018/978-1-60566-412-5.ch001","title":"Introduction to E-Commerce","year":2010,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Customer Service Quality and Loyalty","field":"Business, Management and Accounting","cited_by":67,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Sophistication; The Internet; Information and Communications Technology; Business; E-commerce; Resistance (ecology); Commerce; Marketing; Political science; Sociology; Computer science; World Wide Web; Social science","authors":[{"name":"Mahmud Akhter Shareef","is_ca":true},{"name":"Yogesh K. Dwivedi","is_ca":false},{"name":"Michael D. Williams","is_ca":false},{"name":"Nitish Singh","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01971570703583806,"gpt":0.2442988093741933,"spread":0.2245831023383552,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003530821,0.001075847,0.0006752432,0.00216383,0.001460588,0.00546373,0.001147271,0.002471461,0.105148],"category_scores_gemma":[0.0009125037,0.0003456067,0.0004140273,0.004214629,0.001463745,0.005435008,0.001641934,0.003238037,0.05809677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001214472,"about_ca_system_score_gemma":0.001482322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001239646,"about_ca_topic_score_gemma":0.002583042,"domain_scores_codex":[0.9995548,0.00006678387,0.00003295062,0.0000769221,0.000223783,0.0000447321],"domain_scores_gemma":[0.9995183,0.0001960694,0.00001968984,0.00004752891,0.0001343937,0.00008403184],"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":[0.00001499687,0.00007925547,0.0001505837,0.0005777642,0.000006809959,0.0002283801,0.0008612204,0.0002659481,0.0004619095,0.2014253,0.5768572,0.2190705],"study_design_scores_gemma":[0.000001142256,0.000005977941,0.00007905167,0.0002378373,9.061876e-7,0.0001532967,0.00005571079,0.00003373833,0.00002191508,0.01160719,0.9878004,0.000002918806],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005887643,0.07696307,0.004720497,0.005747665,0.00382181,0.00007908592,0.0003402464,0.0002900965,0.9074488],"genre_scores_gemma":[0.006640019,0.08227953,0.005162282,0.005766669,0.003050999,0.00009663594,0.0005183134,0.0002095788,0.8962759],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.105148,"threshold_uncertainty_score":0.3517551,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2187092793","doi":"10.4018/978-1-59140-845-1.ch005","title":"Argumentation Mapping in Collaborative Spatial Decision Making","year":2006,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":67,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Argumentation theory; Geospatial analysis; Argumentative; Computer science; Visualization; Representation (politics); Data science; Geographic information system; Management science; Information retrieval; Geography; Epistemology; Cartography; Artificial intelligence; Political science; Engineering","authors":[{"name":"Claus Rinner","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01865816369299314,"gpt":0.2953842326571829,"spread":0.2767260689641898,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003592406,0.0009577214,0.0007150611,0.002358745,0.002002716,0.006432922,0.001535516,0.002323438,0.008551718],"category_scores_gemma":[0.007785378,0.0004849209,0.001030406,0.003981366,0.005356743,0.009517279,0.003524395,0.002549967,0.001331257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003176914,"about_ca_system_score_gemma":0.00152875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00199185,"about_ca_topic_score_gemma":0.0009609775,"domain_scores_codex":[0.9957725,0.003046947,0.000150466,0.0003290105,0.0005831191,0.0001178808],"domain_scores_gemma":[0.9962987,0.002970667,0.0001544631,0.0002447968,0.0002249089,0.0001063135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001058463,0.00001701612,0.00008215876,0.0001453688,0.00001008139,0.00008528823,0.001197854,0.006739017,0.0001380167,0.9507499,0.002523324,0.03830137],"study_design_scores_gemma":[0.00000836482,0.00000989348,0.0001047944,0.0001105708,0.000007803551,0.00009466917,0.0004449258,0.02068903,0.0002160717,0.9340489,0.04425439,0.00001064704],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01231752,0.01228534,0.7184269,0.005252112,0.0006378146,0.0001718029,0.0001465844,0.000352486,0.2504093],"genre_scores_gemma":[0.5189045,0.01029143,0.4208394,0.0004755189,0.0005544907,0.0006240446,0.0003221611,0.0002413851,0.04774698],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008551718,"threshold_uncertainty_score":0.02860832,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2481917673","doi":"10.4018/978-1-59140-166-7.ch001","title":"The Multi-Faceted Nature of Virtual Teams","year":2011,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Team Dynamics and Performance","field":"Psychology","cited_by":67,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"HEC Montréal","funders":"","keywords":"Virtual team; Popularity; Teamwork; Knowledge management; Computer science; Field (mathematics); Empirical research; Virtual reality; Diversity (politics); Key (lock); Human–computer interaction; Psychology; Management; Sociology; Mathematics","authors":[{"name":"Line Dubé","is_ca":true},{"name":"Guy Paré","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01644229928573687,"gpt":0.2790908273162142,"spread":0.2626485280304773,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001457045,0.0003222527,0.0003062171,0.001221143,0.001821453,0.006937315,0.0009198083,0.0006909582,0.006592975],"category_scores_gemma":[0.002751563,0.0002170484,0.0003113719,0.001698723,0.003470882,0.00355793,0.0048091,0.0009401194,0.00105101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008154899,"about_ca_system_score_gemma":0.001057959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008875639,"about_ca_topic_score_gemma":0.001314229,"domain_scores_codex":[0.9980677,0.00094548,0.00006339337,0.0002234769,0.0005488184,0.0001510752],"domain_scores_gemma":[0.9982364,0.001013052,0.0001633918,0.0002069749,0.0001356279,0.00024446],"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":[0.00004100807,0.00004491001,0.003635264,0.0008040576,0.00004219601,0.0007834055,0.03224513,0.003587402,0.002467695,0.5956929,0.01984023,0.3408158],"study_design_scores_gemma":[0.000009668453,0.00009195034,0.009699975,0.001054696,0.00002178674,0.002804595,0.01767244,0.003871773,0.0005895571,0.5028154,0.4613187,0.00004945498],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1129368,0.02061404,0.2209642,0.004664153,0.0008036189,0.0002846511,0.0002805078,0.0004506479,0.6390013],"genre_scores_gemma":[0.8504733,0.01107521,0.07018273,0.0008827802,0.0004524173,0.0004378013,0.0002917554,0.0001448877,0.06605916],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.006937315,"threshold_uncertainty_score":0.02205575,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1504928377","doi":"10.4018/978-1-59140-104-9","title":"Socio-Technical and Human Cognition Elements of Information Systems","year":2003,"lang":"en","type":"book","venue":"IGI Global eBooks","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":63,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Cognition; Cognitive science; Socio-cognitive; Computer science; Psychology; Human–computer interaction; Cognitive psychology; Neuroscience","authors":[{"name":"Steve Clarke","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01539295822028851,"gpt":0.2379278150363413,"spread":0.2225348568160528,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001046021,0.0006658359,0.0002994913,0.001909834,0.001318404,0.007148618,0.0005956381,0.001420163,0.005564558],"category_scores_gemma":[0.001568807,0.0003496297,0.0003971253,0.002102192,0.0114122,0.005595208,0.001665447,0.001953035,0.00103782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00268172,"about_ca_system_score_gemma":0.001749646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00309244,"about_ca_topic_score_gemma":0.003487593,"domain_scores_codex":[0.9989918,0.0004755303,0.00004118766,0.00006981964,0.0003356924,0.00008596075],"domain_scores_gemma":[0.9986067,0.001030698,0.00007091345,0.0001095204,0.00009925813,0.00008285587],"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":[0.000002968346,0.00001218922,0.0002522487,0.000172965,0.00001119032,0.000104168,0.005291317,0.0007946026,0.0001933351,0.9677132,0.005842714,0.01960919],"study_design_scores_gemma":[0.000003320453,0.00001131942,0.00096115,0.0001661037,0.00000753585,0.0001603405,0.001819502,0.0008794339,0.0001088441,0.8059266,0.1899462,0.000009556809],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01126609,0.04721314,0.06370114,0.02176005,0.0007644154,0.00007529939,0.0001355918,0.0001938469,0.8548904],"genre_scores_gemma":[0.6945832,0.06372133,0.06247667,0.005335644,0.002130708,0.0004247847,0.0004077851,0.000226436,0.1706935],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.007148618,"threshold_uncertainty_score":0.01945734,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3144134378","doi":"10.4018/978-1-59140-561-0.ch071","title":"Intrusion Detection Systems","year":2005,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":63,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer security; Computer science; Compromise; Denial-of-service attack; Confidentiality; Intrusion detection system; Scope (computer science); Network security; Security information and event management; Information security; The Internet; Cloud computing security; World Wide Web; Cloud computing","authors":[{"name":"H. Güneş Kayacık","is_ca":true},{"name":"A. Nur Zincir‐Heywood","is_ca":true},{"name":"Malcolm I. Heywood","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01290137510236163,"gpt":0.2184262156344931,"spread":0.2055248405321314,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002158715,0.001903228,0.001502311,0.004106899,0.0009453299,0.005523782,0.003158908,0.002719129,0.03007638],"category_scores_gemma":[0.004973248,0.0005806424,0.001008796,0.003378446,0.0009196264,0.005104059,0.003212399,0.001762771,0.03755171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001221852,"about_ca_system_score_gemma":0.001104103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006868326,"about_ca_topic_score_gemma":0.000653856,"domain_scores_codex":[0.9965095,0.0005789998,0.0003096564,0.0007229293,0.001658217,0.0002206042],"domain_scores_gemma":[0.9974946,0.0007197298,0.0002288135,0.0006658494,0.000774883,0.0001162019],"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":[0.000126432,0.0001855655,0.001727238,0.00121805,0.0001457561,0.000375928,0.0003756592,0.002811504,0.009050447,0.07049928,0.1883783,0.7251059],"study_design_scores_gemma":[0.00003218714,0.0001223489,0.0008272516,0.0003680785,0.00006965755,0.001664617,0.0001401339,0.01382708,0.0123672,0.03392642,0.9365908,0.00006430975],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.009165826,0.0418351,0.4679992,0.007490335,0.005317381,0.0017385,0.00569179,0.04213414,0.4186277],"genre_scores_gemma":[0.174315,0.05505982,0.3724797,0.007762157,0.003370778,0.001785232,0.01537093,0.002176454,0.3676799],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03007638,"threshold_uncertainty_score":0.1006155,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2505372135","doi":"10.4018/978-1-59140-792-8.ch039","title":"Celebrity-Persona Parasocial Interaction Scale","year":2007,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Media Influence and Health","field":"Arts and Humanities","cited_by":61,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Regent College","funders":"","keywords":"Persona; Character (mathematics); Psychology; Advertising; Interpersonal communication; Scale (ratio); Social psychology; Art; Humanities; Cartography; Mathematics; Geography; Business","authors":[{"name":"Mihai C. Bocârnea","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07005935399892448,"gpt":0.304206283379697,"spread":0.2341469293807725,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006853091,0.0002471103,0.0003682251,0.0008503526,0.0006934419,0.0005675055,0.0006195044,0.0003363496,0.01119288],"category_scores_gemma":[0.002825387,0.0001561985,0.0003484309,0.000604385,0.0002124206,0.0005279573,0.0008885734,0.001163566,0.001817068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007513171,"about_ca_system_score_gemma":0.0007227561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003430988,"about_ca_topic_score_gemma":0.01158619,"domain_scores_codex":[0.9993604,0.00009126376,0.00005420985,0.0000351318,0.0004138648,0.00004511761],"domain_scores_gemma":[0.998787,0.0002610019,0.0002582528,0.00006642855,0.0003671384,0.000260212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005728193,0.002838743,0.3860523,0.0009961257,0.0002985946,0.0005978135,0.01128333,0.0006593462,0.003681852,0.008989819,0.1959318,0.3880974],"study_design_scores_gemma":[0.00005445928,0.0002631678,0.9048534,0.0001735105,0.00005346597,0.0004426835,0.002244,0.0005531344,0.0005180373,0.001687736,0.08911602,0.00004050978],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7273653,0.002495876,0.002417811,0.0021141,0.0005071934,0.004170717,0.01200615,0.0002663884,0.2486565],"genre_scores_gemma":[0.8896601,0.003778414,0.01502001,0.0008719587,0.0001677165,0.005783202,0.01290784,0.00006823556,0.07174244],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01119288,"threshold_uncertainty_score":0.03744394,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1602554638","doi":"10.4018/978-1-59140-459-0","title":"Creating Knowledge-Based Healthcare Organizations","year":2005,"lang":"en","type":"book","venue":"IGI Global eBooks","topic":"Competitive and Knowledge Intelligence","field":"Business, Management and Accounting","cited_by":60,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Knowledge management; Health care; Personal knowledge management; Quality (philosophy); Computer science; Business; Organizational learning; Political science","authors":[{"name":"Nilmini Wickramasinghe","is_ca":true},{"name":"Jatinder N.D. Gupta","is_ca":false},{"name":"Sushil Kumar Sharma","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01893495352419882,"gpt":0.2668338345460311,"spread":0.2478988810218323,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003002702,0.0005500871,0.0003425326,0.002254933,0.003503597,0.01225972,0.001796152,0.002766113,0.01552798],"category_scores_gemma":[0.004691523,0.0004268894,0.0006897923,0.002344831,0.003626963,0.01124452,0.007502389,0.002319817,0.005743555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002720737,"about_ca_system_score_gemma":0.003003807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001183275,"about_ca_topic_score_gemma":0.001981596,"domain_scores_codex":[0.9980527,0.0008796672,0.0001102929,0.0001929226,0.0005472996,0.0002171558],"domain_scores_gemma":[0.9979475,0.0007777115,0.0001197363,0.0004434245,0.0003537305,0.0003580111],"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":[0.000005823285,0.00004860762,0.000249464,0.0001610206,0.000009534493,0.0003313701,0.00697372,0.001124364,0.0003365919,0.8020375,0.07632384,0.1123982],"study_design_scores_gemma":[0.000005956346,0.000009968297,0.0001326293,0.0002191336,0.000005625336,0.000288237,0.003457147,0.001006135,0.0003181799,0.1456553,0.8488899,0.00001177891],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01079817,0.01083583,0.1309071,0.02559438,0.002571905,0.0003706747,0.0002124023,0.001084379,0.8176252],"genre_scores_gemma":[0.2616885,0.01957543,0.3610293,0.007456479,0.001253417,0.0007648174,0.001557815,0.0006690351,0.3460051],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01552798,"threshold_uncertainty_score":0.05194634,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2487137543","doi":"10.4018/978-1-61520-919-4.ch014","title":"Automatic Tagging of Audio","year":2010,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Music and Audio Processing","field":"Computer Science","cited_by":60,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science; Task (project management); Representation (politics); Recommender system; Resource (disambiguation); Similarity (geometry); Component (thermodynamics); Information retrieval; Artificial intelligence; Image (mathematics)","authors":[{"name":"Thierry Bertin-Mahieux","is_ca":false},{"name":"Douglas Eck","is_ca":true},{"name":"Michael Mandel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01507042016674804,"gpt":0.2365477042501172,"spread":0.2214772840833692,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001364716,0.001222052,0.0009125568,0.00463786,0.001066671,0.003464131,0.001941512,0.001719042,0.01638081],"category_scores_gemma":[0.00444102,0.0005477951,0.0009715099,0.003968793,0.0009158471,0.003331162,0.002179459,0.001426773,0.02562789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006331318,"about_ca_system_score_gemma":0.0008556455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001785533,"about_ca_topic_score_gemma":0.003586069,"domain_scores_codex":[0.9986871,0.0002063834,0.00007433561,0.0004033198,0.0005294238,0.00009950638],"domain_scores_gemma":[0.9970369,0.00116164,0.0001367793,0.0005721895,0.00100554,0.00008690124],"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":[0.0001867823,0.00006450377,0.0009099304,0.001034014,0.00003006723,0.000255457,0.0003715459,0.001355278,0.04033801,0.01243844,0.03833882,0.9046772],"study_design_scores_gemma":[0.00007905238,0.0002518236,0.008237483,0.001237604,0.000202361,0.003261247,0.001167581,0.04427472,0.1020527,0.0385166,0.8004613,0.000257544],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01604262,0.01185493,0.8400548,0.001105096,0.00327514,0.0003918592,0.005203095,0.008304859,0.1137676],"genre_scores_gemma":[0.1065447,0.0135469,0.73245,0.001055834,0.001920744,0.0004315246,0.01797494,0.001820752,0.1242546],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01638081,"threshold_uncertainty_score":0.05479932,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2503531746","doi":"10.4018/978-1-4666-3646-0","title":"Multimodal Biometrics and Intelligent Image Processing for Security Systems","year":2013,"lang":"en","type":"book","venue":"IGI Global eBooks","topic":"Biometric Identification and Security","field":"Computer Science","cited_by":60,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Biometrics; Computer science; Image processing; Computer security; Image (mathematics); Artificial intelligence","authors":[{"name":"Marina L. Gavrilova","is_ca":true},{"name":"Maruf Monwar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02497941683288024,"gpt":0.2753041876213943,"spread":0.2503247707885141,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002751395,0.00119266,0.0008345295,0.001196507,0.000417245,0.001993979,0.0007143354,0.001102663,0.0370927],"category_scores_gemma":[0.0004926888,0.0004030318,0.0005708592,0.001607934,0.0006602458,0.002541249,0.001076559,0.001867925,0.01954088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004636715,"about_ca_system_score_gemma":0.0004668269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004943617,"about_ca_topic_score_gemma":0.001138394,"domain_scores_codex":[0.9996908,0.00003233154,0.00001172212,0.00005216137,0.0001953446,0.00001778863],"domain_scores_gemma":[0.9998865,0.00004772004,0.000008143082,0.00001699157,0.00003140909,0.000009141178],"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":[0.00005410949,0.00005533343,0.000116716,0.001332835,0.00005943152,0.0001994341,0.0003423929,0.001204557,0.01217736,0.0978604,0.2579959,0.6286014],"study_design_scores_gemma":[0.000008720729,0.00004884644,0.0008213865,0.0005949168,0.00002403259,0.001040463,0.00009819713,0.003802493,0.002899683,0.03412635,0.9565038,0.00003102616],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.003227841,0.2452798,0.2581988,0.003552356,0.006402564,0.0002258253,0.001157776,0.005065157,0.4768898],"genre_scores_gemma":[0.01950571,0.104883,0.1081834,0.003015261,0.001712363,0.0002473684,0.00115264,0.0008155731,0.7604847],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0370927,"threshold_uncertainty_score":0.1240875,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2495148902","doi":"10.4018/978-1-878289-69-8.ch001","title":"Community Informatics","year":2000,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":59,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Technical University of Nova Scotia; University of British Columbia","funders":"","keywords":"Information and Communications Technology; Work (physics); Context (archaeology); Knowledge management; Informatics; Information technology; Public relations; Information society; Business; Political science; Computer science; Engineering; World Wide Web; Geography","authors":[{"name":"Michael Gurstein","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03280153259791792,"gpt":0.2479221736595278,"spread":0.2151206410616099,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001523257,0.0006786793,0.0004516597,0.003352961,0.003646584,0.008241494,0.002287109,0.002143848,0.1065857],"category_scores_gemma":[0.003341108,0.0003221787,0.0005342593,0.004928295,0.001904454,0.007019293,0.007224062,0.002044334,0.02932137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002519077,"about_ca_system_score_gemma":0.004270671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002440395,"about_ca_topic_score_gemma":0.004699153,"domain_scores_codex":[0.9986436,0.0004149004,0.00006948144,0.0002088382,0.0005001352,0.0001630551],"domain_scores_gemma":[0.9983081,0.0003711046,0.00007027082,0.0003276499,0.0004320959,0.0004908186],"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":[0.00001338376,0.00006698258,0.0002123102,0.0003442223,0.000005106305,0.00009873371,0.001647768,0.0001872316,0.0002959498,0.4640116,0.2734072,0.2597095],"study_design_scores_gemma":[0.000002738095,0.000004889252,0.0000842422,0.0001120035,0.00000123829,0.00012497,0.0003314973,0.0001507911,0.00008422261,0.03539037,0.9637091,0.000003855203],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001513645,0.008115243,0.02452688,0.006894958,0.001809736,0.0002709423,0.000362795,0.001145127,0.9553605],"genre_scores_gemma":[0.03684818,0.01316525,0.04056029,0.00255332,0.001489839,0.0004218954,0.00194754,0.0006559911,0.9023576],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1065857,"threshold_uncertainty_score":0.3565645,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2482193095","doi":"10.4018/978-1-59140-298-5.ch001","title":"Staff Detection and Removal","year":2011,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Music and Audio Processing","field":"Computer Science","cited_by":59,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Musical; Computer science; Coding (social sciences); Process (computing); Segmentation; Artificial intelligence; Speech recognition; Component (thermodynamics); Pattern recognition (psychology); Computer vision; Mathematics; Art; Programming language; Visual arts","authors":[{"name":"Ichiro Fujinaga","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02258677234066518,"gpt":0.2245768089525174,"spread":0.2019900366118523,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008768737,0.0009424458,0.0009508483,0.003029643,0.002040152,0.003084721,0.002603747,0.001909641,0.03564775],"category_scores_gemma":[0.002659382,0.0006833682,0.0007190189,0.001786386,0.0007665093,0.002362637,0.002011778,0.001354146,0.04165983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001472497,"about_ca_system_score_gemma":0.002649629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004503839,"about_ca_topic_score_gemma":0.006517974,"domain_scores_codex":[0.9985109,0.0000876561,0.00006052636,0.0002412508,0.0009415915,0.0001581932],"domain_scores_gemma":[0.9986388,0.0002796406,0.00009714592,0.0002047212,0.0006612787,0.0001184272],"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":[0.00009329628,0.00007958834,0.001454341,0.0006024232,0.00001196226,0.000520982,0.0009513634,0.002139227,0.01144499,0.04834671,0.07102142,0.8633337],"study_design_scores_gemma":[0.0000125128,0.00006334478,0.002106872,0.0004218328,0.00002929775,0.001561234,0.0009385871,0.01065833,0.03219625,0.01881969,0.9331279,0.00006410376],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02191155,0.008654061,0.6306697,0.00315743,0.003222039,0.0005109576,0.00188126,0.008180551,0.3218124],"genre_scores_gemma":[0.08074461,0.008804578,0.3797358,0.00114065,0.001056472,0.0002987199,0.00294496,0.002035172,0.523239],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03564775,"threshold_uncertainty_score":0.1192536,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2486902879","doi":"10.4018/978-1-4666-2110-7.ch001","title":"Theoretical Foundations and Epistemological Insights of the Community of Inquiry","year":2012,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":57,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Constructivism (international relations); Coherence (philosophical gambling strategy); Epistemology; Metacognition; Community of inquiry; Epistemic community; Sociology; Pedagogy; Psychology; Political science; Cognition; Philosophy; International relations","authors":[{"name":"D. Randy Garrison","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1028719369165489,"gpt":0.3819259698632265,"spread":0.2790540329466776,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01596559,0.0008841829,0.001469432,0.005821317,0.00639021,0.01555011,0.003065044,0.004734576,0.004968936],"category_scores_gemma":[0.0158407,0.000698707,0.001121236,0.005582823,0.05332143,0.0159137,0.00759449,0.007775642,0.001056762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005527209,"about_ca_system_score_gemma":0.007347572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002550359,"about_ca_topic_score_gemma":0.001999677,"domain_scores_codex":[0.9854954,0.009991701,0.0005708888,0.001138998,0.002250555,0.0005524607],"domain_scores_gemma":[0.9753975,0.01993915,0.0007736833,0.001614519,0.00142093,0.0008542099],"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":[0.000001408926,0.000004488853,0.00004181884,0.00006793074,0.000001974136,0.00002444728,0.001909124,0.0001283299,0.00002380435,0.9937447,0.0004982117,0.003553879],"study_design_scores_gemma":[0.000005132383,0.000003706612,0.00004557221,0.0002007732,0.000001861512,0.00006567363,0.001048115,0.0005172274,0.00002547183,0.9677884,0.03029224,0.000005793896],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01024311,0.03245861,0.4931022,0.0497639,0.001760117,0.000423693,0.000226791,0.0002377176,0.4117839],"genre_scores_gemma":[0.5983559,0.02799952,0.3338447,0.005996903,0.002171286,0.002694762,0.0003354005,0.0002218116,0.02837971],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01596559,"threshold_uncertainty_score":0.08443505,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2471536124","doi":"10.4018/978-1-59904-887-1","title":"Handbook of Research on Modern Systems Analysis and Design Technologies and Applications","year":2009,"lang":"en","type":"book","venue":"IGI Global eBooks","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":54,"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":"Computer science; Systems engineering; Engineering; Management science","authors":[{"name":"Mahbubur Rahman Syed","is_ca":true},{"name":"Sharifun Syed","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05183844431011,"gpt":0.3290720577173074,"spread":0.2772336134071974,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001550665,0.001771591,0.001727715,0.005064535,0.0009242613,0.004286475,0.0019117,0.002175176,0.0631915],"category_scores_gemma":[0.004785178,0.0009468434,0.0008614443,0.009452705,0.001472569,0.005148757,0.001235882,0.003028946,0.04143166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002196878,"about_ca_system_score_gemma":0.003340094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002586374,"about_ca_topic_score_gemma":0.003865491,"domain_scores_codex":[0.9984158,0.0002990345,0.0002134066,0.0001736248,0.0008366666,0.00006141986],"domain_scores_gemma":[0.994583,0.003820157,0.0002093714,0.00043521,0.0008363458,0.0001159711],"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":[0.00001400564,0.00005779688,0.0002445709,0.002878768,0.00004290768,0.0001447137,0.000583689,0.001839343,0.0007192317,0.1682428,0.282643,0.5425892],"study_design_scores_gemma":[0.000005077669,0.00001317129,0.0003198475,0.001198563,0.00001273632,0.0003122973,0.0001059394,0.0005213332,0.0001250854,0.04806777,0.9493048,0.00001339067],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009032988,0.3878812,0.1392964,0.00908022,0.003528505,0.0002455981,0.002348151,0.00214128,0.4545754],"genre_scores_gemma":[0.01216332,0.5133398,0.196927,0.004218447,0.002281414,0.001024777,0.003854565,0.00131465,0.264876],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0631915,"threshold_uncertainty_score":0.2113966,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2676841717","doi":"10.4018/978-1-5225-2255-3.ch030","title":"Big Data Analysis and Mining","year":2017,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Data Mining Algorithms and Applications","field":"Computer Science","cited_by":54,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Big data; Computer science; Data science; Variety (cybernetics); Process (computing); Knowledge extraction; Data mining; Artificial intelligence","authors":[{"name":"Carson K. Leung","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07076471790848139,"gpt":0.2934750614001257,"spread":0.2227103434916443,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003026617,0.001946647,0.001514148,0.004544569,0.001312841,0.008209581,0.003283007,0.002217889,0.02730011],"category_scores_gemma":[0.006479435,0.000968052,0.001548465,0.008128837,0.001986612,0.01010661,0.004666573,0.003584013,0.02158804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001356731,"about_ca_system_score_gemma":0.002466112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008023187,"about_ca_topic_score_gemma":0.00104425,"domain_scores_codex":[0.9970571,0.0005341084,0.0002060493,0.0004430508,0.001651637,0.0001080604],"domain_scores_gemma":[0.9971885,0.001528768,0.0001103168,0.0006273759,0.0004006672,0.0001442837],"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":[0.00002895109,0.00004029433,0.0003633621,0.002356432,0.0001124285,0.0001569779,0.0004180274,0.002096996,0.000749468,0.2374132,0.3479146,0.4083492],"study_design_scores_gemma":[0.000006069007,0.00001346401,0.0002331011,0.00063869,0.00001403495,0.0002718891,0.0001212405,0.001893762,0.0004313985,0.1668388,0.8295181,0.00001953812],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002000225,0.2516184,0.3671691,0.0297298,0.01174867,0.001110168,0.007599233,0.004903171,0.3241211],"genre_scores_gemma":[0.02789661,0.3033983,0.4278576,0.0152311,0.0120519,0.001398271,0.01393078,0.002186294,0.1960491],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02730011,"threshold_uncertainty_score":0.09132802,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2490635813","doi":"10.4018/987-1-59904-364-7.ch013","title":"Spatial Online Analytical Processing (SOLAP)","year":2007,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Data Management and Algorithms","field":"Computer Science","cited_by":48,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Online analytical processing; Geospatial analysis; Computer science; Spatial analysis; Geographic coordinate system; Geolocation; Geographic information system; Point (geometry); Data mining; Quadtree; Component (thermodynamics); Geography; Cartography; Information retrieval; Data warehouse; World Wide Web; Remote sensing; Artificial intelligence; Mathematics","authors":[{"name":"Yvan Bédard","is_ca":true},{"name":"Sonia Rivest","is_ca":true},{"name":"Marie-Josée Proulx","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03800546773632728,"gpt":0.2890434116484372,"spread":0.2510379439121099,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003043183,0.001604543,0.001351528,0.003976307,0.001221541,0.007949933,0.004165374,0.001152876,0.02064417],"category_scores_gemma":[0.006240189,0.0007329035,0.001425757,0.009560785,0.001619856,0.006844011,0.005044064,0.001716344,0.015965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009960002,"about_ca_system_score_gemma":0.002033324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001882029,"about_ca_topic_score_gemma":0.001384261,"domain_scores_codex":[0.9975888,0.0007458412,0.0001855183,0.0004447098,0.0009166954,0.0001185577],"domain_scores_gemma":[0.9948107,0.002077328,0.0002390212,0.001815992,0.0009195323,0.0001373366],"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":[0.000054713,0.00005268808,0.0005154284,0.0009847542,0.00009216022,0.0002461319,0.0008541336,0.006895287,0.001778382,0.1917542,0.08383039,0.7129419],"study_design_scores_gemma":[0.00001480755,0.00004160833,0.0004550504,0.0003631736,0.00003868448,0.0006764492,0.0005160214,0.05829682,0.005381997,0.3360181,0.5981421,0.00005526688],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001312853,0.001695547,0.9589121,0.0008279837,0.0001813048,0.0001506803,0.001696558,0.009523579,0.02569929],"genre_scores_gemma":[0.02155353,0.003160902,0.953983,0.0005877629,0.0002910134,0.0003780859,0.005052065,0.001633225,0.01336037],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02064417,"threshold_uncertainty_score":0.06906158,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2498806647","doi":"10.4018/978-1-4666-2175-6.ch006","title":"Fundamentals of Higher Order Neural Networks for Modeling and Simulation","year":2012,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":48,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Artificial neural network; Computer science; Nonlinear system; Order (exchange); System dynamics; Artificial intelligence; Algorithm; Physics","authors":[{"name":"Madan M. Gupta","is_ca":true},{"name":"Ivo Bukovský","is_ca":false},{"name":"Noriyasu Homma","is_ca":false},{"name":"Ashu M. G. Solo","is_ca":false},{"name":"Zeng-Guang Hou","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03777892202168757,"gpt":0.2852851398665606,"spread":0.247506217844873,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005549092,0.001323469,0.0008071662,0.000744523,0.0003851962,0.001907375,0.001425918,0.001669328,0.01432577],"category_scores_gemma":[0.001232709,0.0005859684,0.00086207,0.001047857,0.0008990921,0.002041464,0.0008782835,0.002756019,0.00613062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009658848,"about_ca_system_score_gemma":0.000786521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001864454,"about_ca_topic_score_gemma":0.001622905,"domain_scores_codex":[0.9996396,0.00007402975,0.00003020266,0.00005820434,0.0001747532,0.00002329694],"domain_scores_gemma":[0.999655,0.0001788278,0.00002045785,0.00004889084,0.00008318421,0.00001364412],"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":[0.00002303912,0.00003475371,0.0002640656,0.000851834,0.00006634232,0.0001632221,0.000180225,0.1455782,0.003865822,0.6179494,0.02211939,0.2089038],"study_design_scores_gemma":[0.000009787883,0.00002849937,0.0002265108,0.0002933848,0.00002142007,0.0001804209,0.00003208965,0.378896,0.00197493,0.4110131,0.2072889,0.00003497069],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001404507,0.01686096,0.9114849,0.001347791,0.0008237323,0.00006909219,0.0003788263,0.001052196,0.06657798],"genre_scores_gemma":[0.1243528,0.05849723,0.6953095,0.0009399881,0.001575007,0.0007865664,0.001566225,0.0008236426,0.1161491],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01432577,"threshold_uncertainty_score":0.04792446,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W576165797","doi":"10.4018/978-1-59904-792-8","title":"Human, Social, and Organizational Aspects of Health Information Systems","year":2008,"lang":"en","type":"book","venue":"IGI Global eBooks","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":47,"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":"Knowledge management; Business; Computer science; Psychology","authors":[{"name":"André Kushniruk","is_ca":true},{"name":"Elizabeth M. Borycki","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04602631751804236,"gpt":0.2747035801313663,"spread":0.2286772626133239,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002516526,0.0005603192,0.0003811231,0.001385394,0.001406478,0.008972165,0.0006527755,0.00197699,0.006179598],"category_scores_gemma":[0.002988358,0.0004369304,0.0003811589,0.002307977,0.006953183,0.006505098,0.002141301,0.003549705,0.001714661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002608832,"about_ca_system_score_gemma":0.005727204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004700002,"about_ca_topic_score_gemma":0.005897901,"domain_scores_codex":[0.9975082,0.001204341,0.0001296984,0.0001144164,0.0008973292,0.0001460137],"domain_scores_gemma":[0.9972534,0.002067939,0.0001477112,0.0001502861,0.0002040387,0.000176699],"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":[0.000006517276,0.00001818138,0.0004366043,0.000513843,0.0000338023,0.0001364198,0.003396217,0.0004474816,0.0001830342,0.7454291,0.1815124,0.06788644],"study_design_scores_gemma":[0.000006210902,0.00001951226,0.001311834,0.001118848,0.00001820185,0.0003113144,0.001632458,0.0004411036,0.0001171561,0.225832,0.7691771,0.00001419354],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.00255452,0.1988343,0.028207,0.2183958,0.005618979,0.0001784182,0.0004727712,0.0002974009,0.545441],"genre_scores_gemma":[0.2017764,0.3549799,0.06667352,0.08257808,0.01829774,0.0007426928,0.001032712,0.0002600779,0.2736589],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.008972165,"threshold_uncertainty_score":0.0206728,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W29878154","doi":"10.4018/978-1-59140-581-8.ch002","title":"Tropos","year":2005,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":47,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Software engineering; Computer science; Agent-oriented software engineering; Dependency (UML); Software development; Software development process; Software; Systems engineering; Engineering; Programming language","authors":[{"name":"Paolo Giorgini","is_ca":false},{"name":"Manuel Kolp","is_ca":false},{"name":"John Mylopoulos","is_ca":true},{"name":"Jaelson Castro","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01842533426138469,"gpt":0.2235026953420914,"spread":0.2050773610807067,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005881332,0.0007636939,0.000351982,0.001433817,0.001073936,0.003556713,0.001487336,0.001323055,0.1205914],"category_scores_gemma":[0.001563495,0.000556707,0.0006690137,0.001286651,0.0007941225,0.005153102,0.002267214,0.001964344,0.05068118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001295011,"about_ca_system_score_gemma":0.001241042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001196715,"about_ca_topic_score_gemma":0.002437175,"domain_scores_codex":[0.9994218,0.0001287464,0.00004486105,0.0001246992,0.0002196813,0.00006011368],"domain_scores_gemma":[0.9994104,0.0001671583,0.0000475939,0.0001249985,0.000158913,0.00009097494],"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":[0.00005392794,0.00002952731,0.00017806,0.0005364885,0.00001026248,0.0002428911,0.0009111785,0.0008620906,0.002584821,0.5975077,0.173651,0.223432],"study_design_scores_gemma":[0.000005365132,0.00001172218,0.00005867058,0.00008453731,0.000003104286,0.0003330175,0.00007540381,0.0004972273,0.0004409641,0.01931978,0.9791632,0.000006968909],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003203425,0.00474651,0.1442659,0.003159611,0.001333926,0.0002194475,0.00175119,0.009618288,0.8317017],"genre_scores_gemma":[0.03630435,0.007393738,0.1336561,0.00158365,0.0005010053,0.0004972899,0.00329587,0.00491356,0.8118544],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1205914,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W78181647","doi":"10.4018/978-1-59140-557-3.ch105","title":"Hierarchical Document Clustering","year":2005,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Data Mining Algorithms and Applications","field":"Computer Science","cited_by":45,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Cluster analysis; Document clustering; Hierarchy; Hierarchical clustering; Directory; Computer science; Tree (set theory); Complete-linkage clustering; Information retrieval; Subject (documents); Similarity (geometry); Cluster (spacecraft); Fuzzy clustering; Artificial intelligence; World Wide Web; Canopy clustering algorithm; Mathematics; Combinatorics","authors":[{"name":"Benjamin C. M. Fung","is_ca":true},{"name":"Ke Wang","is_ca":true},{"name":"Martin Ester","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01801288396838465,"gpt":0.2617875641419577,"spread":0.243774680173573,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001483542,0.001270724,0.001310813,0.008322293,0.001464979,0.004061158,0.002734652,0.001156277,0.03069563],"category_scores_gemma":[0.004875119,0.0005605534,0.001435262,0.01253986,0.0005367883,0.002838817,0.001924796,0.001215231,0.03842956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001514951,"about_ca_system_score_gemma":0.002312419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004318473,"about_ca_topic_score_gemma":0.007087165,"domain_scores_codex":[0.9979127,0.0003776257,0.0001491424,0.0005235279,0.0009322361,0.0001046913],"domain_scores_gemma":[0.9976385,0.0006591607,0.000122143,0.0005232258,0.0009549023,0.0001021598],"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":[0.00004937048,0.00006195813,0.0006438035,0.001130077,0.0001395762,0.0001198863,0.0003546409,0.005750896,0.002722592,0.0274153,0.1843121,0.7772997],"study_design_scores_gemma":[0.00003466036,0.0000583583,0.001823168,0.0004655656,0.0001439785,0.0009194686,0.0003332206,0.05067008,0.006170684,0.06923957,0.8700439,0.00009728688],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004242405,0.02182215,0.8560191,0.001390907,0.000869569,0.001026055,0.01256401,0.01218408,0.08988167],"genre_scores_gemma":[0.03385403,0.01180082,0.8535339,0.0005766616,0.0004937847,0.0005191383,0.0254075,0.00159493,0.07221925],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03069563,"threshold_uncertainty_score":0.1026871,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2486734394","doi":"10.4018/978-1-59904-304-3.ch002","title":"Pedagogy in Commercial Videos","year":2007,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Digital Games and Media","field":"Social Sciences","cited_by":44,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Premise; Context (archaeology); Multimedia; Mathematics education; Pedagogy; Computer science; Sociology; Epistemology; Psychology; History; Philosophy","authors":[{"name":"Katrin Becker","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0464497774134604,"gpt":0.3589949873600453,"spread":0.3125452099465849,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005666871,0.0003421669,0.0001565787,0.001064819,0.001281924,0.004170411,0.0006436672,0.0009925961,0.01714938],"category_scores_gemma":[0.001640616,0.0001231029,0.0001956581,0.0007176354,0.002510113,0.003413786,0.001916751,0.001326314,0.002048505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002778632,"about_ca_system_score_gemma":0.00174092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002714837,"about_ca_topic_score_gemma":0.005056643,"domain_scores_codex":[0.9995772,0.0001759381,0.00001352112,0.00006185596,0.0001161,0.00005549584],"domain_scores_gemma":[0.9996248,0.0002144101,0.00001968502,0.00003465487,0.00005171799,0.00005467382],"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":[0.000008503246,0.000106114,0.0002878295,0.0002198144,0.000002710243,0.0001605976,0.006668559,0.0002743053,0.0007715406,0.8048277,0.02394679,0.1627255],"study_design_scores_gemma":[0.000007446549,0.00003296654,0.0008497522,0.0006661346,0.000003512851,0.0002605227,0.004457654,0.0005596839,0.001128588,0.11168,0.8803479,0.000005927515],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01458761,0.006407291,0.007413615,0.003784616,0.0004979749,0.00006904945,0.00004276577,0.000112338,0.9670847],"genre_scores_gemma":[0.4094983,0.01384385,0.01001245,0.001850738,0.0004656756,0.0002382581,0.0001692261,0.0001736078,0.5637479],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01714938,"threshold_uncertainty_score":0.05737042,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2506551166","doi":"10.4018/978-1-60960-607-7.ch014","title":"Understanding Telehealth","year":2011,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Service and Product Innovation","field":"Business, Management and Accounting","cited_by":44,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Telehealth; Knowledge management; Health care; Business; Assimilation (phonology); Context (archaeology); Conceptual framework; Work (physics); Economic shortage; Public relations; Process management; Political science; Sociology; Telemedicine; Computer science; Engineering; Geography; Social science","authors":[{"name":"Joachim Jean-Jules","is_ca":true},{"name":"Alain Villeneuve","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1159754236076292,"gpt":0.254033789155275,"spread":0.1380583655476458,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001260342,0.0004190513,0.0002313101,0.001701085,0.001974796,0.008937689,0.0009662815,0.004088456,0.01131796],"category_scores_gemma":[0.001765068,0.0001924674,0.000236469,0.002145912,0.01040021,0.01335618,0.002916888,0.002719067,0.001327714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003653481,"about_ca_system_score_gemma":0.001748853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003337998,"about_ca_topic_score_gemma":0.002233298,"domain_scores_codex":[0.9991705,0.0003833847,0.0000341786,0.0001204726,0.000181013,0.0001103616],"domain_scores_gemma":[0.9990996,0.0006162889,0.00007155804,0.00006266101,0.0000771643,0.00007275697],"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":[0.00000352631,0.00001020074,0.0002607347,0.00008839052,0.000001552637,0.00009488826,0.0119113,0.0001813875,0.0001113237,0.9602419,0.005650491,0.02144428],"study_design_scores_gemma":[0.000005121565,0.00001941495,0.001205909,0.0007594877,0.000004278146,0.0005817025,0.01593284,0.001383984,0.000233822,0.384527,0.5953312,0.00001518884],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.02050022,0.03394353,0.05714288,0.05154467,0.001194529,0.00009419947,0.0001445862,0.0001272777,0.8353081],"genre_scores_gemma":[0.7774974,0.05367609,0.02526923,0.01390852,0.001984957,0.0003286412,0.0003661563,0.0001577159,0.1268113],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01131796,"threshold_uncertainty_score":0.03786236,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2495817959","doi":"10.4018/978-1-60566-324-1.ch001","title":"Human-Inspired Granular Computing","year":2010,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Rough Sets and Fuzzy Logic","field":"Computer Science","cited_by":43,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"","keywords":"Granular computing; Granularity; Heuristics; Computer science; Theoretical computer science; Artificial intelligence; Programming language","authors":[{"name":"Yiyu Yao","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0227775572046015,"gpt":0.2511272869925616,"spread":0.2283497297879601,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008687298,0.0004566756,0.0007161372,0.0009084662,0.0007442534,0.003392154,0.0009945788,0.001103418,0.006131257],"category_scores_gemma":[0.002086554,0.0002504027,0.0007876111,0.001050947,0.002447907,0.002852442,0.001621117,0.001560607,0.001054178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001436963,"about_ca_system_score_gemma":0.0008181994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001153507,"about_ca_topic_score_gemma":0.0009682859,"domain_scores_codex":[0.9994901,0.0001282779,0.00003035461,0.00008568704,0.0002132585,0.00005223762],"domain_scores_gemma":[0.9994825,0.0002747742,0.00003096408,0.0001047294,0.00006709055,0.00003985612],"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":[0.00001785356,0.00001328863,0.0001193838,0.0001796092,0.00002151407,0.00007395946,0.0001747334,0.01401936,0.0008027049,0.9475524,0.004385375,0.03263972],"study_design_scores_gemma":[0.00001364222,0.0000229857,0.0002243781,0.0001100254,0.00001679027,0.0001294227,0.0001117595,0.05372885,0.0008867357,0.8800513,0.06468029,0.00002369923],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01481212,0.01897474,0.7144329,0.006080818,0.001240933,0.0001991357,0.0002759443,0.0006169273,0.2433665],"genre_scores_gemma":[0.573387,0.01753841,0.3458579,0.001648635,0.0008113933,0.0004215198,0.0004811034,0.000208481,0.05964552],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006131257,"threshold_uncertainty_score":0.02051109,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2498220552","doi":"10.4018/978-1-4666-2666-9.ch002","title":"Microwave Circuit Design","year":2012,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Radio Frequency Integrated Circuit Design","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University; Université de Moncton","funders":"","keywords":"Electronic engineering; Particle swarm optimization; Microwave; Transistor; Electronic circuit; Transistor model; Circuit design; Equivalent circuit; Noise (video); Matching (statistics); Computer science; Engineering; Electrical engineering; Algorithm; Mathematics; Telecommunications","authors":[{"name":"Gabriel Cormier","is_ca":true},{"name":"Tyler Ross","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03453018501811343,"gpt":0.2145562171735814,"spread":0.180026032155468,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001698079,0.0008451967,0.0005279016,0.0006944538,0.0004814753,0.00141905,0.001271299,0.001247437,0.05696177],"category_scores_gemma":[0.0004970521,0.0004383117,0.0005048391,0.0007472133,0.0003306284,0.001423823,0.0005633396,0.0009795523,0.0344274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007981068,"about_ca_system_score_gemma":0.0003316272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003993008,"about_ca_topic_score_gemma":0.0006033774,"domain_scores_codex":[0.9997919,0.00001957798,0.000005981047,0.00004180817,0.00012701,0.00001368967],"domain_scores_gemma":[0.9998813,0.00002480952,0.000006972533,0.00002300167,0.0000575565,0.000006419565],"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":[0.00005360402,0.00006038904,0.0002039995,0.001194959,0.00005229242,0.0002202778,0.0001818308,0.02348433,0.0344535,0.2173139,0.137262,0.585519],"study_design_scores_gemma":[0.000009486104,0.00004653302,0.0001292248,0.0001286937,0.00001793617,0.0005416052,0.00002251308,0.01446802,0.007718621,0.02509768,0.9518028,0.00001691217],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.003217643,0.01843526,0.4950397,0.001453049,0.001864326,0.0002382485,0.0009446411,0.002933267,0.4758739],"genre_scores_gemma":[0.07208501,0.02060437,0.2064922,0.001221275,0.0007077466,0.0004325587,0.001545288,0.0009326122,0.6959789],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05696177,"threshold_uncertainty_score":0.1905561,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4244698466","doi":"10.4018/978-1-5225-8060-7.ch032","title":"Kinova Modular Robot Arms for Service Robotics Applications","year":2019,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Teleoperation and Haptic Systems","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Kinova (Canada); Université Laval","funders":"","keywords":"Robotics; Modular design; Artificial intelligence; Teleoperation; Robot; Service (business); Grippers; Engineering; Human–computer interaction; Rehabilitation robotics; Computer science; Control engineering; Mechanical engineering","authors":[{"name":"Alexandre Campeau‐Lecours","is_ca":true},{"name":"Hugo Lamontagne","is_ca":true},{"name":"Simon Latour","is_ca":true},{"name":"P. Fauteux","is_ca":true},{"name":"Véronique Maheu","is_ca":true},{"name":"François Boucher","is_ca":true},{"name":"Charles Deguire","is_ca":true},{"name":"Louis-Joseph Caron L'Ecuyer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02134926486828149,"gpt":0.229964883543171,"spread":0.2086156186748895,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008185124,0.000797946,0.0002106965,0.0006570231,0.0002831811,0.000676981,0.0005281052,0.0006235544,0.0188166],"category_scores_gemma":[0.0001501446,0.0002843447,0.0004020988,0.0005330535,0.0002762864,0.0007433117,0.000726936,0.0006249567,0.007246297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004145563,"about_ca_system_score_gemma":0.0003526248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005698973,"about_ca_topic_score_gemma":0.001415416,"domain_scores_codex":[0.9998943,0.000007042393,0.000004574581,0.00002132256,0.0000578978,0.00001488633],"domain_scores_gemma":[0.9999543,0.000009765085,0.000006673558,0.000008001024,0.00001465463,0.000006593639],"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":[0.0001068013,0.00004464581,0.0002743617,0.001250505,0.00002191302,0.000281283,0.0003164155,0.006141496,0.0962666,0.07816872,0.03596748,0.7811598],"study_design_scores_gemma":[0.00001471146,0.0001459378,0.001168045,0.0002601667,0.00002385181,0.001327554,0.00005010467,0.006505923,0.01288999,0.009936941,0.9676471,0.00002963899],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02181551,0.04993351,0.3888975,0.0006597862,0.001595047,0.000192813,0.0004375939,0.004325068,0.5321432],"genre_scores_gemma":[0.1904101,0.02243444,0.1623112,0.0005525062,0.0002792554,0.0003332733,0.0008375246,0.0006013199,0.6222404],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0188166,"threshold_uncertainty_score":0.06294775,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2502729583","doi":"10.4018/978-1-60566-780-5.ch010","title":"Innovations in the Use of Technology and Teacher Professional Development","year":2010,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":42,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Calgary","funders":"","keywords":"Professional development; Professional learning community; Context (archaeology); Engineering ethics; Pedagogy; Engineering; Sociology; Mathematics education; Psychology; Geography","authors":[{"name":"Donald E. Scott","is_ca":true},{"name":"Shelleyann Scott","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05251718788396337,"gpt":0.3305132671507895,"spread":0.2779960792668262,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001407613,0.0003610897,0.0003045872,0.001343578,0.001343329,0.006060267,0.0007615682,0.001625326,0.004831131],"category_scores_gemma":[0.002536269,0.0002691192,0.0003324866,0.001314842,0.00815417,0.004976807,0.003218157,0.00234096,0.001054633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003247988,"about_ca_system_score_gemma":0.002023838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001335538,"about_ca_topic_score_gemma":0.001659964,"domain_scores_codex":[0.997663,0.001005166,0.0001260375,0.0002490797,0.0007414973,0.0002151075],"domain_scores_gemma":[0.9977354,0.001825769,0.00007619677,0.0001241081,0.0001507464,0.00008775792],"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":[0.00001230437,0.00007049785,0.0005540814,0.0004898437,0.000009245974,0.0004023612,0.03972768,0.0006133216,0.001110193,0.7582817,0.005900476,0.1928283],"study_design_scores_gemma":[0.000007970636,0.00004847873,0.0008266427,0.0007739369,0.000006260007,0.0009892768,0.006990906,0.0005337496,0.0009042911,0.131666,0.8572316,0.00002095797],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03237919,0.08108717,0.03332501,0.009550462,0.001040276,0.0001312933,0.00002272411,0.0001567486,0.8423071],"genre_scores_gemma":[0.5705801,0.1014884,0.03056055,0.002245448,0.0007523407,0.0003706549,0.00005606459,0.0001600225,0.2937865],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006060267,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2485746311","doi":"10.4018/978-1-59904-792-8.ch009","title":"Where do Technology-Induced Errors Come From? Towards a Model for Conceptualizing and Diagnosing Errors Caused by Technology","year":2008,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":42,"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":"Health technology; Information technology; Health care; Health information technology; Risk analysis (engineering); Computer science; Data science; Medicine; Political science","authors":[{"name":"Elizabeth M. Borycki","is_ca":true},{"name":"André Kushniruk","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1127256557101569,"gpt":0.3983607075454802,"spread":0.2856350518353233,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005176475,0.001542379,0.001273404,0.005159648,0.002336651,0.01001569,0.003237559,0.006539287,0.005437199],"category_scores_gemma":[0.01223279,0.001027469,0.001877769,0.006366532,0.01123744,0.02344743,0.003737694,0.005268566,0.001301922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006087404,"about_ca_system_score_gemma":0.007536263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009559521,"about_ca_topic_score_gemma":0.004909068,"domain_scores_codex":[0.9964262,0.001747727,0.0003131686,0.0005088312,0.0007381186,0.0002660026],"domain_scores_gemma":[0.9840185,0.01197672,0.001765848,0.0005302673,0.001362343,0.0003462072],"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":[0.00001220839,0.00003416532,0.002079521,0.0002365731,0.00001808899,0.0003552898,0.006498395,0.003682348,0.0001226727,0.9689113,0.003590129,0.01445939],"study_design_scores_gemma":[0.00001479554,0.00002944527,0.001249577,0.0008360689,0.00004287961,0.000405797,0.004568365,0.01455689,0.0002049779,0.9426731,0.03537535,0.00004271598],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03791881,0.03195538,0.6198911,0.1148572,0.001374475,0.000595564,0.0009822815,0.0004733606,0.1919518],"genre_scores_gemma":[0.7083194,0.03613987,0.2213857,0.008688434,0.0008445785,0.00116013,0.00109785,0.0002654066,0.02209866],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01001569,"threshold_uncertainty_score":0.04416746,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2495648978","doi":"10.4018/978-1-60566-780-5.ch002","title":"The Theory and Practice Divide in Relation to Teacher Professional Development","year":2010,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":41,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Calgary","funders":"","keywords":"Globe; Professional development; Engineering ethics; Accountability; Sustainability; Public relations; Political science; Pedagogy; Sociology; Key (lock); Passion; Psychology; Engineering; Computer science; Social psychology","authors":[{"name":"Shelleyann Scott","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07711890175872577,"gpt":0.3848377885106779,"spread":0.3077188867519521,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005592484,0.0004738765,0.0005948602,0.002630579,0.005601682,0.01813169,0.001519435,0.004767829,0.006482788],"category_scores_gemma":[0.006257259,0.0004309215,0.000376841,0.003216585,0.03525453,0.00876555,0.005963818,0.007102157,0.001083574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01540074,"about_ca_system_score_gemma":0.01590653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01000048,"about_ca_topic_score_gemma":0.01205654,"domain_scores_codex":[0.9928533,0.004286194,0.0001818642,0.0005224965,0.001641205,0.0005147738],"domain_scores_gemma":[0.9863261,0.01189813,0.0002280303,0.0004327023,0.0005166148,0.0005983759],"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":[0.000006249739,0.00004063242,0.0002222424,0.0002773636,0.000002079302,0.0002200971,0.04118135,0.0001624437,0.0001007037,0.9006723,0.007150273,0.04996421],"study_design_scores_gemma":[0.00001371083,0.00004323507,0.0006143902,0.001881904,0.00000366817,0.000578848,0.03975014,0.0005038509,0.0002291461,0.3746708,0.5816962,0.00001410392],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01778254,0.09528811,0.01625183,0.1148285,0.001881709,0.00008751264,0.00002497094,0.00009723278,0.7537575],"genre_scores_gemma":[0.7128549,0.09878554,0.01934936,0.01363173,0.001597566,0.0005792686,0.00005851376,0.0001767837,0.1529663],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01813169,"threshold_uncertainty_score":0.1117407,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2483766645","doi":"10.4018/978-1-59904-663-1.ch002","title":"MARSYAS-0.2","year":2008,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Music and Audio Processing","field":"Computer Science","cited_by":40,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Variety (cybernetics); Software; Feature (linguistics); Information retrieval; Information transfer; Emphasis (telecommunications); Software engineering; Multimedia; Artificial intelligence; Telecommunications; Programming language","authors":[{"name":"George Tzanetakis","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02264180399810484,"gpt":0.2331761945493761,"spread":0.2105343905512713,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006709043,0.001139019,0.0007439918,0.001474105,0.0004054551,0.002033244,0.001916052,0.001101958,0.1142205],"category_scores_gemma":[0.00173467,0.0009457429,0.0008402698,0.0009550952,0.000276542,0.002286039,0.001225426,0.001010851,0.08319706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004433226,"about_ca_system_score_gemma":0.0006599256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001151879,"about_ca_topic_score_gemma":0.001681796,"domain_scores_codex":[0.9994942,0.0000456863,0.00002856139,0.0001059578,0.0002980366,0.00002759774],"domain_scores_gemma":[0.9996102,0.0001184844,0.00003319377,0.00006172283,0.0001483939,0.00002791397],"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":[0.0004647846,0.00008259727,0.0005001923,0.001455402,0.000075458,0.0002158783,0.0003699424,0.00289923,0.04640675,0.01458764,0.3250661,0.6078761],"study_design_scores_gemma":[0.0000521696,0.0001084567,0.000895265,0.0001156511,0.00003461689,0.0006869022,0.00003718851,0.007815041,0.01363336,0.003449753,0.9731223,0.00004931458],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.007053501,0.00702371,0.4691573,0.0004618972,0.0008111642,0.0006062969,0.01107031,0.319408,0.1844079],"genre_scores_gemma":[0.03442129,0.00398607,0.4449258,0.0008453602,0.00044165,0.0006990033,0.03141734,0.037238,0.4460256],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1142205,"threshold_uncertainty_score":0.3821056,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2505251359","doi":"10.4018/978-1-61350-098-9.ch015","title":"Evaluating Eye Tracking Systems for Computer Input","year":2012,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Gaze Tracking and Assistive Technology","field":"Computer Science","cited_by":39,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"BitTorrent tracker; Eye tracking; Computer science; Eye tracking on the ISS; Human–computer interaction; Artificial intelligence; Tracking (education); Function (biology); Channel (broadcasting); Control (management); Input device; Computer vision; Computer hardware; Psychology","authors":[{"name":"I. Scott MacKenzie","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06630937653546166,"gpt":0.3271684953050842,"spread":0.2608591187696226,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006248323,0.0008007502,0.0005571173,0.001468243,0.0003639244,0.002112367,0.0007772857,0.001042213,0.004608426],"category_scores_gemma":[0.01996519,0.0002096157,0.0004695361,0.001574483,0.0003158567,0.001733809,0.0008010799,0.0003986292,0.001531423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001143428,"about_ca_system_score_gemma":0.0005789144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00210185,"about_ca_topic_score_gemma":0.002839446,"domain_scores_codex":[0.9948715,0.002385358,0.0002904828,0.0004026406,0.001938924,0.0001110764],"domain_scores_gemma":[0.9894264,0.006663124,0.0005951119,0.0004672874,0.002750676,0.00009736852],"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":[0.001002316,0.0002743221,0.01273769,0.001989108,0.0002539302,0.0001023475,0.00189766,0.01617988,0.03996508,0.006093482,0.009952967,0.9095512],"study_design_scores_gemma":[0.000501694,0.01432265,0.241212,0.004200791,0.001416334,0.001627965,0.006534029,0.2802763,0.3017731,0.0187877,0.128643,0.0007043972],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4466703,0.02570009,0.4268661,0.001037999,0.0006397651,0.001916622,0.002379129,0.003031776,0.09175827],"genre_scores_gemma":[0.7635295,0.007674943,0.2046247,0.0002375715,0.000111908,0.0008403779,0.00222087,0.000341456,0.02041866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006248323,"threshold_uncertainty_score":0.0330447,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2499282066","doi":"10.4018/978-1-59140-845-1.ch001","title":"Collaborative Geographic Information Systems","year":2006,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":38,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Participatory GIS; Public participation GIS; Geographic information system; Argumentation theory; GIS and public health; Deliberation; Computer science; Knowledge management; Information system; Citizen journalism; Data science; Geography; Management science; World Wide Web; Engineering; Cartography; Political science; Epistemology; Politics","authors":[{"name":"Shivanand Balram","is_ca":true},{"name":"Suzana Dragićević","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01013838271936612,"gpt":0.245597495375952,"spread":0.2354591126565859,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007907841,0.001142952,0.001248723,0.006944489,0.004263384,0.01784774,0.004603459,0.004749931,0.02968888],"category_scores_gemma":[0.01674656,0.0008548386,0.001240876,0.01290398,0.005057627,0.01645307,0.01516511,0.002902345,0.01153397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004200957,"about_ca_system_score_gemma":0.005229918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007118462,"about_ca_topic_score_gemma":0.004378067,"domain_scores_codex":[0.9890857,0.004398826,0.00112863,0.001781393,0.003030849,0.0005745777],"domain_scores_gemma":[0.9882885,0.00487263,0.0006491095,0.003749067,0.001732258,0.00070844],"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":[0.00002365036,0.00003805284,0.0007101145,0.000446792,0.0000449246,0.0002467603,0.003069262,0.003648837,0.0003253635,0.8014897,0.04963401,0.1403226],"study_design_scores_gemma":[0.00001491464,0.00002286666,0.0002225115,0.0003037546,0.00001726891,0.0002752162,0.0008472341,0.003744275,0.0002614488,0.2448996,0.7493566,0.00003435813],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005233117,0.01149311,0.4662478,0.01739799,0.001731194,0.0007102555,0.003201022,0.00377374,0.4902117],"genre_scores_gemma":[0.2953857,0.02551292,0.5171307,0.005820003,0.002431109,0.001693075,0.01290117,0.001356795,0.1377685],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02968888,"threshold_uncertainty_score":0.09931922,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}