{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":19,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":19,"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":"d3cd0953a428","filters":{"venue":"Advances in linguistics and communication studies"}},"results":[{"id":"W1822258350","doi":"10.4018/978-1-4666-4999-6.ch005","title":"Exploring Signs of Hubris in CEO Language","year":2014,"lang":"en","type":"book-chapter","venue":"Advances in linguistics and communication studies","topic":"History, Medicine, and Leadership","field":"Social Sciences","cited_by":21,"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":"Diction; Hubris; Variety (cybernetics); Corporation; Psychology; Political science; Linguistics; Positive economics; Law; Philosophy; History; Economics; Computer science; Artificial intelligence; Classics","authors":[{"name":"Russell Craig","is_ca":false},{"name":"Joel Amernic","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2229774264056604,"gpt":0.3953919382860933,"spread":0.1724145118804329,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004113331,0.0001930119,0.0001749884,0.001437916,0.000617669,0.002122644,0.0002565237,0.0003636247,0.004304325],"category_scores_gemma":[0.001421259,0.0000963182,0.00007279836,0.001232375,0.001821012,0.002044406,0.0007983868,0.0007617685,0.0004683314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007003002,"about_ca_system_score_gemma":0.0007854728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0019735,"about_ca_topic_score_gemma":0.008149011,"domain_scores_codex":[0.9997913,0.0000746795,0.000009866098,0.00002171905,0.00008037953,0.0000220395],"domain_scores_gemma":[0.9990366,0.0007569406,0.00008370506,0.00002097432,0.00006571471,0.00003613797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007874361,0.0001064024,0.06140545,0.001007655,0.00001832841,0.002523031,0.1745597,0.000249683,0.00941008,0.2094226,0.04356827,0.4976501],"study_design_scores_gemma":[0.00001018869,0.000193577,0.2296447,0.00214317,0.00002444178,0.006265933,0.1710596,0.0009955787,0.006697012,0.06448557,0.5184051,0.00007504905],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5051057,0.05319457,0.006805242,0.01488096,0.001008912,0.00009085271,0.0002999538,0.0001822404,0.4184316],"genre_scores_gemma":[0.8743178,0.03023682,0.005802878,0.001953985,0.0004018219,0.00006481274,0.0003091913,0.00008030883,0.08683242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004304325,"threshold_uncertainty_score":0.01439941,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2476759072","doi":"10.4018/978-1-4666-8668-7.ch007","title":"Pedagogical Challenges in Cross-Cultural Chinese Language Teaching","year":2015,"lang":"en","type":"book-chapter","venue":"Advances in linguistics and communication studies","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Curriculum; Pedagogy; Chinese language; China; Psychology; Immersion (mathematics); Professional development; French immersion; Chinese as a foreign language; Mathematics education; Political science; Linguistics","authors":[{"name":"Wenying Zhou","is_ca":false},{"name":"Guofang Li","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2931150657565409,"gpt":0.4710753132985018,"spread":0.1779602475419609,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005168466,0.0004697993,0.0003356169,0.0008667937,0.007609711,0.007918443,0.001359128,0.001505089,0.003384689],"category_scores_gemma":[0.002971112,0.0003379591,0.0003549496,0.001568272,0.009305167,0.005638914,0.00708843,0.002444268,0.0003587347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006060643,"about_ca_system_score_gemma":0.008436918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01058985,"about_ca_topic_score_gemma":0.01649521,"domain_scores_codex":[0.9967427,0.001753638,0.000146599,0.0002617615,0.0006645935,0.0004307749],"domain_scores_gemma":[0.9984976,0.0009402634,0.00008239681,0.00008492535,0.0001736984,0.0002211196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001396926,0.00005266722,0.003095392,0.0004739932,0.000009074578,0.002168412,0.7726704,0.0003045194,0.001998152,0.1300246,0.003236083,0.08595268],"study_design_scores_gemma":[0.000009859112,0.00006243726,0.00353209,0.0006083577,0.00001204244,0.002575574,0.7053794,0.0006880853,0.001432023,0.02762157,0.2580419,0.00003655138],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6109197,0.02567896,0.02711836,0.03387217,0.001582845,0.0004387115,0.00004761637,0.00018464,0.300157],"genre_scores_gemma":[0.9410789,0.007969781,0.006049328,0.001901106,0.0001817904,0.0003139835,0.00003887574,0.00005082756,0.04241549],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01058985,"threshold_uncertainty_score":0.04397327,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2477109771","doi":"10.4018/978-1-4666-4999-6.ch020","title":"Reliability and Validity in Automated Content Analysis","year":2014,"lang":"en","type":"book-chapter","venue":"Advances in linguistics and communication studies","topic":"Computational and Text Analysis Methods","field":"Social Sciences","cited_by":8,"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":"Diction; Reliability (semiconductor); Content (measure theory); Content validity; Volume (thermodynamics); Computer science; Validity; Data science; Statistics; Linguistics; Mathematics; Philosophy; Psychometrics","authors":[{"name":"Stuart Soroka","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1640921458624373,"gpt":0.449471534461814,"spread":0.2853793885993767,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2237551,0.001452949,0.002233883,0.02132576,0.004417751,0.01709754,0.003558009,0.002710432,0.004926932],"category_scores_gemma":[0.5236157,0.001916668,0.001944923,0.01778344,0.02429454,0.02181761,0.01142912,0.005048086,0.002677672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007900943,"about_ca_system_score_gemma":0.00812961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005002895,"about_ca_topic_score_gemma":0.00305682,"domain_scores_codex":[0.6708732,0.2338313,0.01572125,0.01625695,0.06122718,0.002090076],"domain_scores_gemma":[0.3026427,0.5702187,0.01495731,0.05397999,0.05723653,0.0009647055],"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":[0.0001274021,0.00009940448,0.01457863,0.00209395,0.0003763266,0.0001538406,0.03155476,0.003756921,0.0008094491,0.5953022,0.01284173,0.3383054],"study_design_scores_gemma":[0.00005405695,0.0001069751,0.01423799,0.003610732,0.0001363409,0.0003786415,0.007243209,0.0178704,0.001865722,0.8889499,0.06535082,0.0001952358],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04209846,0.01940383,0.73768,0.01346469,0.001500359,0.002559615,0.0008077083,0.001535977,0.1809494],"genre_scores_gemma":[0.4831008,0.007330236,0.4900938,0.002128566,0.001680358,0.005077622,0.001123886,0.001282342,0.008182294],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2237551,"threshold_uncertainty_score":0.9572482,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2505016498","doi":"10.4018/978-1-4666-8668-7.ch008","title":"Cross-Cultural Affordances of Digital Storytelling","year":2015,"lang":"en","type":"book-chapter","venue":"Advances in linguistics and communication studies","topic":"Digital Storytelling and Education","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Affordance; Storytelling; Digital storytelling; Interpersonal communication; Literacy; Digital literacy; Pedagogy; Psychology; Mathematics education; Sociology; Linguistics; Communication","authors":[{"name":"Deborah Kozdras","is_ca":false},{"name":"Christine Joseph","is_ca":false},{"name":"Karen Kozdras","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1658796181049718,"gpt":0.4874947123584591,"spread":0.3216150942534873,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001360583,0.0006272203,0.0002194826,0.001832126,0.002184836,0.008418377,0.0009612678,0.001122642,0.01112419],"category_scores_gemma":[0.003396769,0.0002745219,0.000420564,0.001306601,0.005216104,0.006241655,0.005731638,0.00150268,0.0008285795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001078094,"about_ca_system_score_gemma":0.000612388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000940458,"about_ca_topic_score_gemma":0.001828753,"domain_scores_codex":[0.9988797,0.0007079723,0.00004452456,0.00009884763,0.0001910863,0.00007785241],"domain_scores_gemma":[0.9963272,0.00316242,0.0001050371,0.0001885996,0.00008474107,0.0001320747],"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":[0.00005792394,0.00007211116,0.001858975,0.001030653,0.00002211629,0.002964339,0.3296098,0.0006909331,0.003317191,0.4353963,0.008328902,0.2166508],"study_design_scores_gemma":[0.00001362987,0.00006953431,0.002017063,0.001388042,0.00003392344,0.005912757,0.09071814,0.0008222858,0.002647408,0.05341473,0.8429243,0.00003819844],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1459408,0.02702773,0.04803243,0.005501893,0.0008975103,0.0001479789,0.0001413611,0.000440572,0.7718698],"genre_scores_gemma":[0.8312054,0.0243273,0.03294672,0.0009777655,0.0004587269,0.0002590396,0.0002145503,0.0003152738,0.1092952],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01112419,"threshold_uncertainty_score":0.03721416,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2502594117","doi":"10.4018/978-1-4666-4999-6.ch011","title":"Corporate Persona and Optimistic Language in Annual Reports","year":2014,"lang":"en","type":"book-chapter","venue":"Advances in linguistics and communication studies","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Persona; Diction; Consistency (knowledge bases); Optimism; Annual report; Identity (music); Business; Marketing; Psychology; Accounting; Public relations; Social psychology; Political science; Linguistics; Computer science","authors":[{"name":"Samuel A. Nelson","is_ca":false},{"name":"Liang Wang","is_ca":true},{"name":"Ronda M. Smith","is_ca":false},{"name":"Ben Blackford","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02601379067428935,"gpt":0.2709125096962587,"spread":0.2448987190219693,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001724507,0.0002170555,0.0001380458,0.001156876,0.0008248016,0.003588959,0.0003359982,0.0003754116,0.003227182],"category_scores_gemma":[0.009842367,0.0001489989,0.0001450035,0.001863749,0.001934299,0.002706473,0.0009849009,0.0009352317,0.000439577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007194593,"about_ca_system_score_gemma":0.0004577063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000963927,"about_ca_topic_score_gemma":0.001158931,"domain_scores_codex":[0.9981877,0.001082408,0.00007933919,0.00009443316,0.0004802224,0.00007579998],"domain_scores_gemma":[0.989794,0.007246875,0.001781743,0.0003441978,0.0005942627,0.0002390195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001865948,0.0002269228,0.06201578,0.0004216587,0.00005543213,0.0008896342,0.1895104,0.0008841197,0.002519939,0.4317385,0.02678553,0.2847655],"study_design_scores_gemma":[0.00002660782,0.0002484012,0.301897,0.001509435,0.0000884612,0.003459143,0.1068816,0.00235538,0.002678336,0.129666,0.4509788,0.0002106353],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5900038,0.02563465,0.01128863,0.01111483,0.0008017406,0.00003713127,0.0003653049,0.0001846671,0.3605693],"genre_scores_gemma":[0.9785187,0.005284862,0.002217114,0.0002738603,0.0004124753,0.00002228668,0.000152459,0.00005568023,0.01306253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003588959,"threshold_uncertainty_score":0.01079595,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2486572379","doi":"10.4018/978-1-4666-9970-0.ch027","title":"The Role of Leadership and Communication","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in linguistics and communication studies","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nipissing University","funders":"","keywords":"Meaning (existential); Face (sociological concept); Transition (genetics); Online learning; Knowledge management; Engineering ethics; Psychology; Public relations; Sociology; Political science; Computer science; Engineering; Multimedia; Social science","authors":[{"name":"Heather M. Rintoul","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05889550503340931,"gpt":0.3751114673982171,"spread":0.3162159623648078,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00213623,0.0005637492,0.0003164822,0.0006847147,0.004061135,0.009655016,0.0009213042,0.001802412,0.009129454],"category_scores_gemma":[0.002422251,0.000170706,0.000248407,0.0006581364,0.008262055,0.006194834,0.003134281,0.004038818,0.003625175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002503447,"about_ca_system_score_gemma":0.004516387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001527918,"about_ca_topic_score_gemma":0.001717296,"domain_scores_codex":[0.9972724,0.001487036,0.00005242716,0.0002223933,0.0005851138,0.0003805931],"domain_scores_gemma":[0.9980549,0.0009676583,0.000135284,0.0001014499,0.0002513175,0.0004894789],"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":[0.00001635101,0.00004939476,0.000247065,0.0002368368,0.000006526675,0.0002265374,0.01627939,0.0001866111,0.0004097214,0.7999554,0.04838562,0.1340006],"study_design_scores_gemma":[0.000007825391,0.00004869414,0.0004175337,0.000637353,0.000004154928,0.0003450744,0.00583793,0.0002278385,0.0002547695,0.1159473,0.8762582,0.00001325861],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005846875,0.03975102,0.010903,0.04410287,0.003444499,0.00006016553,0.00001938033,0.0001839972,0.8956882],"genre_scores_gemma":[0.4313488,0.059763,0.01088382,0.01271647,0.004835702,0.0002936584,0.00006016911,0.0002071244,0.4798913],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.009655016,"threshold_uncertainty_score":0.03054112,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2900059512","doi":"10.4018/978-1-5225-6992-3.ch002","title":"Foreign Language Acquisition, Bilingualism, and Biculturalism","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in linguistics and communication studies","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Biculturalism; Neuroscience of multilingualism; Construct (python library); Set (abstract data type); Identity (music); Phenomenon; Psychology; Sociology; Cognition; Epistemology; Computer science","authors":[{"name":"Mike Szymanski","is_ca":false},{"name":"Komal Kalra","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04587726928219518,"gpt":0.3964867715375044,"spread":0.3506095022553093,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002279566,0.0002208341,0.0001739711,0.0004206366,0.001505339,0.002390025,0.0001957531,0.0004514875,0.004917118],"category_scores_gemma":[0.0003940524,0.00007165641,0.0001122458,0.0006236376,0.002214343,0.001526307,0.001353742,0.001078145,0.0006642751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001337149,"about_ca_system_score_gemma":0.001763101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005288416,"about_ca_topic_score_gemma":0.01188886,"domain_scores_codex":[0.9998802,0.00003847785,0.000005591725,0.0000210012,0.00003057977,0.00002407956],"domain_scores_gemma":[0.9997795,0.0001186423,0.00002087403,0.000004691789,0.00002015276,0.00005621458],"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":[0.00005949756,0.0001659003,0.01338551,0.0006192662,0.00001094796,0.001611648,0.07312756,0.0001777509,0.001091727,0.4773411,0.06903933,0.3633698],"study_design_scores_gemma":[0.000008699105,0.0001025722,0.02908773,0.001207535,0.00001387942,0.003213964,0.04506277,0.0002127773,0.0005542423,0.08760063,0.8329147,0.00002061329],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.08092326,0.1647677,0.0008614056,0.01439916,0.001131405,0.00002441756,0.00004899995,0.00003568819,0.737808],"genre_scores_gemma":[0.5940089,0.138239,0.001168489,0.003594554,0.001003311,0.00004917921,0.00009838201,0.00003532995,0.2618028],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.005288416,"threshold_uncertainty_score":0.01644939,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2486345167","doi":"10.4018/978-1-4666-9970-0.ch030","title":"The Ethics of Strategic Managerial Communication in the Global Context","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in linguistics and communication studies","topic":"Public Relations and Crisis Communication","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Brock University","funders":"","keywords":"Strategic communication; Context (archaeology); Business; Business communication; Communications management; Public relations; Communication studies; Confidentiality; Strategic management; Business ethics; Strategic thinking; Knowledge management; Strategic planning; Political science; Marketing; Computer science","authors":[{"name":"Angelo A. Camillo","is_ca":false},{"name":"Isabell C. Camillo","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1231031539319561,"gpt":0.4305962396270386,"spread":0.3074930856950825,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002424731,0.0005092233,0.0002405179,0.0005761514,0.003101323,0.007855194,0.0004207266,0.002614057,0.002790338],"category_scores_gemma":[0.003166677,0.0002214962,0.0001691554,0.0009383148,0.01566773,0.004378095,0.002293911,0.004122232,0.001096304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002576522,"about_ca_system_score_gemma":0.004243384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00119925,"about_ca_topic_score_gemma":0.001342109,"domain_scores_codex":[0.9955576,0.003079987,0.00009202045,0.0001763585,0.0007902566,0.0003038418],"domain_scores_gemma":[0.9980898,0.001250292,0.0001378265,0.0001521269,0.0001987579,0.0001711731],"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":[0.000007939269,0.000007077237,0.0001284424,0.0000688018,0.000002085448,0.0001258765,0.01581389,0.0001892929,0.0001542167,0.9459971,0.01542059,0.02208474],"study_design_scores_gemma":[0.000005768499,0.00002110422,0.0006847333,0.0005518632,0.000004165408,0.0003658065,0.009079933,0.0004634885,0.0002582939,0.493767,0.4947821,0.00001556531],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01119043,0.02278058,0.01139874,0.04215328,0.00170356,0.00003867267,0.00002115243,0.00004841313,0.9106651],"genre_scores_gemma":[0.7927523,0.02810238,0.008965023,0.01308383,0.003228648,0.0001865477,0.00006686563,0.0001357764,0.1534787],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.007855194,"threshold_uncertainty_score":0.01869398,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2484649058","doi":"10.4018/978-1-4666-9970-0.ch012","title":"Conflict of Interest or Community of Collaboration?","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in linguistics and communication studies","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Dialogical self; Dialectic; Key (lock); Set (abstract data type); Knowledge management; Political science; European union; Public relations; Engineering ethics; Sociology; Business; Engineering; Computer science; Psychology; Epistemology; Social psychology","authors":[{"name":"Tom Cockburn","is_ca":true},{"name":"Peter A.C. Smith","is_ca":true},{"name":"Blanca Maria Martins","is_ca":false},{"name":"Ramón Salvador Vallès","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1587556323107046,"gpt":0.3714920678790691,"spread":0.2127364355683644,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01353006,0.0006272098,0.0008805895,0.001952737,0.006057855,0.01850504,0.002887919,0.006516959,0.01689853],"category_scores_gemma":[0.02412007,0.0003203771,0.0005172259,0.002988133,0.03787002,0.02439449,0.01348707,0.006628165,0.003573306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004505013,"about_ca_system_score_gemma":0.005160296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001095865,"about_ca_topic_score_gemma":0.0008878658,"domain_scores_codex":[0.9799302,0.01381556,0.0006381457,0.002189226,0.002218953,0.001207924],"domain_scores_gemma":[0.9886071,0.00737939,0.0009240389,0.001221735,0.0007361101,0.001131628],"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":[0.000004753871,0.000004458104,0.00005659385,0.00005624058,0.000002393145,0.00006726926,0.007597093,0.00002575179,0.00002409185,0.9771766,0.00580035,0.0091844],"study_design_scores_gemma":[0.000008790075,0.0000124304,0.00009353975,0.0004651589,0.000004437218,0.000444246,0.01287424,0.0001528772,0.00008594134,0.6021577,0.3836886,0.00001218036],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008182154,0.03399428,0.03362681,0.08856876,0.005056018,0.0001453175,0.0000705026,0.0001155964,0.8302406],"genre_scores_gemma":[0.7569591,0.02143994,0.01467116,0.03313049,0.006047926,0.001069508,0.0002281665,0.0003185686,0.1661352],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01850504,"threshold_uncertainty_score":0.07155466,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2487911796","doi":"10.4018/978-1-4666-4999-6.ch017","title":"The Global Financial Crisis and Central Bank Speak","year":2014,"lang":"en","type":"book-chapter","venue":"Advances in linguistics and communication studies","topic":"Global Financial Crisis and Policies","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Financial crisis; Monetary policy; Central bank; Financial system; Financial stability; State (computer science); Economics; Forward guidance; Quantitative easing; Political science; Economic policy; Business; Inflation targeting; Monetary economics; Macroeconomics; Credit channel","authors":[{"name":"Pierre L. Siklos","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02911145462592292,"gpt":0.2858478491734817,"spread":0.2567363945475588,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011633,0.0005570743,0.0003855833,0.001892737,0.002470455,0.007047333,0.0003364682,0.00111417,0.01323143],"category_scores_gemma":[0.003424658,0.0002539483,0.0001630391,0.004539367,0.005424844,0.005858458,0.002482469,0.002649962,0.002118485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002682211,"about_ca_system_score_gemma":0.002190364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004034313,"about_ca_topic_score_gemma":0.006605314,"domain_scores_codex":[0.9987836,0.000578966,0.0000426326,0.0001244114,0.0002936402,0.0001767227],"domain_scores_gemma":[0.9979254,0.001262061,0.0003529672,0.0001144873,0.0002105809,0.0001345545],"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":[0.00008229104,0.00004822684,0.006304638,0.0004410697,0.00001735718,0.0005251614,0.1711567,0.0002300418,0.0005074266,0.5008337,0.1518182,0.1680352],"study_design_scores_gemma":[0.00001120903,0.00002980665,0.03004903,0.001328991,0.00001572124,0.0008112136,0.08161161,0.0002056141,0.0004786826,0.07848943,0.8069302,0.00003855113],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1007482,0.06636732,0.001827224,0.04706254,0.002084265,0.00002315453,0.0005291643,0.0001382237,0.7812198],"genre_scores_gemma":[0.8437723,0.04422344,0.001211587,0.006700746,0.001569862,0.00007070415,0.0005630131,0.0002896352,0.1015987],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01323143,"threshold_uncertainty_score":0.04426354,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2551362907","doi":"10.4018/978-1-5225-1072-7.ch002","title":"No Shortcuts to Credibility Evaluation","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in linguistics and communication studies","topic":"Misinformation and Its Impacts","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Credibility; Checklist; Information literacy; Set (abstract data type); Computer science; Literacy; Knowledge management; Psychology; World Wide Web; Political science; Pedagogy; Cognitive psychology","authors":[{"name":"Jill R. Kavanaugh","is_ca":false},{"name":"Bartlomiej A. Lenart","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1129502384518855,"gpt":0.4539312755272257,"spread":0.3409810370753402,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04051404,0.00124615,0.001492801,0.006832878,0.003173999,0.0125048,0.003496872,0.004788974,0.01205575],"category_scores_gemma":[0.1232067,0.000838511,0.00104865,0.003241301,0.02852814,0.03361567,0.007994629,0.01375322,0.005135426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005512392,"about_ca_system_score_gemma":0.006027358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001964705,"about_ca_topic_score_gemma":0.002437702,"domain_scores_codex":[0.9442117,0.02626177,0.003204759,0.003100913,0.02256211,0.0006587646],"domain_scores_gemma":[0.8619187,0.09698907,0.004001106,0.01105603,0.02442552,0.001609425],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003073893,0.00002125383,0.0002022262,0.0004285639,0.0000119734,0.00004760531,0.003292852,0.0001951622,0.0001842478,0.8712511,0.0226794,0.1016548],"study_design_scores_gemma":[0.00001912781,0.00007108986,0.0002597499,0.001997501,0.00001937642,0.0003029203,0.002146989,0.000759791,0.0007007259,0.7347687,0.2588994,0.00005464629],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007337065,0.04125782,0.4180897,0.08838781,0.01034243,0.0005604584,0.0003192306,0.001197438,0.4325081],"genre_scores_gemma":[0.3761922,0.03154808,0.3781384,0.04216829,0.008970226,0.002094805,0.0006865564,0.002604335,0.1575971],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9594859,"threshold_uncertainty_score":0.2142613,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2417510560","doi":"10.4018/978-1-5225-0279-1.ch012","title":"The Exploitation of Women Workers","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in linguistics and communication studies","topic":"Human Rights and Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Clothing; Factory (object-oriented programming); Virtuous circle and vicious circle; Human rights; Colonialism; Modernity; Business; Political economy; Market economy; Political science; Law; Sociology; Economics","authors":[{"name":"Ishrat Sultana","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05254865408470624,"gpt":0.3670461616763999,"spread":0.3144975075916937,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001152004,0.0004463692,0.0002117828,0.0006223909,0.005635027,0.003896368,0.0003873229,0.001350663,0.009733383],"category_scores_gemma":[0.001441816,0.0001790147,0.0001565522,0.0007833779,0.01129984,0.002588901,0.003500317,0.001228063,0.00194403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002031835,"about_ca_system_score_gemma":0.001661374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004351504,"about_ca_topic_score_gemma":0.008010959,"domain_scores_codex":[0.9991452,0.0003894888,0.00001663987,0.000100318,0.0001361355,0.000212262],"domain_scores_gemma":[0.9994957,0.000252934,0.00007629686,0.00005191836,0.00004667863,0.0000764028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000643877,0.00004073153,0.003189585,0.0002326356,0.000008178065,0.001120987,0.4740708,0.00006664086,0.001514799,0.3702691,0.04349019,0.1059321],"study_design_scores_gemma":[0.000007041004,0.00005470249,0.002191234,0.0004723191,0.000004683262,0.000738962,0.08521266,0.00003998739,0.0005514012,0.0184518,0.8922604,0.00001476738],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1767798,0.02696198,0.001485944,0.03576135,0.0009802402,0.0000369547,0.00007276538,0.00003474391,0.7578862],"genre_scores_gemma":[0.674186,0.01894597,0.0004372013,0.0049816,0.0005261768,0.00004698288,0.00002386223,0.00004841846,0.3008037],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.009733383,"threshold_uncertainty_score":0.03256142,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4307261382","doi":"10.4018/978-1-6684-5022-2.ch012","title":"Trans[cultura]linguación","year":2022,"lang":"en","type":"book-chapter","venue":"Advances in linguistics and communication studies","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Ethnography; Indigenous; Cohesion (chemistry); Diaspora; Sociology; Premise; Experiential learning; Pedagogy; Anthropology; Linguistics; Gender studies","authors":[{"name":"Yecid Ortega","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1193585821335663,"gpt":0.4990530286377869,"spread":0.3796944465042206,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009831332,0.0006294145,0.0002521427,0.000765695,0.004580536,0.005109134,0.0008398964,0.001145971,0.01244333],"category_scores_gemma":[0.00122798,0.0001793456,0.0002136397,0.001031095,0.01089154,0.002989525,0.003241831,0.002972729,0.0030148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004427707,"about_ca_system_score_gemma":0.003452542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03140986,"about_ca_topic_score_gemma":0.0485556,"domain_scores_codex":[0.9989908,0.0004765745,0.00003020838,0.0001584863,0.0002076119,0.0001362917],"domain_scores_gemma":[0.999553,0.000133759,0.00003141749,0.0001036702,0.0001211182,0.00005698931],"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":[0.00001649752,0.00001572359,0.0003298309,0.0001231155,0.000005655064,0.0002149245,0.02601899,0.00005700535,0.0003255164,0.8855558,0.03509062,0.05224625],"study_design_scores_gemma":[0.000002684066,0.000008521934,0.0003562766,0.0001133082,0.000002374979,0.0002459371,0.003709697,0.00004509234,0.0001409475,0.01801388,0.9773565,0.00000480884],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004427255,0.004417089,0.0021541,0.002655362,0.0007876449,0.0000285725,0.00004771841,0.00008943705,0.9853929],"genre_scores_gemma":[0.3517224,0.01380672,0.005988175,0.003045144,0.001156947,0.0001804437,0.0002790906,0.0003657754,0.6234553],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03140986,"threshold_uncertainty_score":0.06245404,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2794920561","doi":"10.4018/978-1-5225-3784-7.ch005","title":"Dynamic Social Impact Theory","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in linguistics and communication studies","topic":"Social Media and Politics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Homophily; Viewpoints; Sociocultural evolution; Similarity (geometry); Social media; Diversity (politics); Sociology; Social psychology; Psychology; Social science; Computer science; World Wide Web; Anthropology","authors":[{"name":"Binod Sundararajan","is_ca":true},{"name":"Elizabeth Tetzlaff","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04838464882356913,"gpt":0.4490591109107222,"spread":0.4006744620871531,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002033171,0.0009789752,0.0005945111,0.004118321,0.002387265,0.007131061,0.001497386,0.002012439,0.02332665],"category_scores_gemma":[0.004062666,0.0002434372,0.0007632912,0.003654736,0.007009143,0.006584751,0.003629582,0.002497075,0.002849236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004864512,"about_ca_system_score_gemma":0.001842696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001811159,"about_ca_topic_score_gemma":0.001217422,"domain_scores_codex":[0.9983152,0.0004972233,0.00005459808,0.0002461612,0.0007150926,0.000171644],"domain_scores_gemma":[0.9977031,0.001486934,0.0001421447,0.0001956443,0.000311535,0.0001607273],"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":[0.000001725977,0.000008663226,0.0001393398,0.0000367383,0.000004167422,0.00003336528,0.0003090021,0.0003886784,0.0000224865,0.9899385,0.002853944,0.006263394],"study_design_scores_gemma":[0.000005019112,0.000008157646,0.0003330513,0.0001004392,0.000005964801,0.0001017014,0.000468867,0.001213188,0.00005853051,0.9149966,0.08270178,0.000006748378],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.005891151,0.00483741,0.0609936,0.008119773,0.0008061765,0.0001406978,0.0002215261,0.0001030787,0.9188865],"genre_scores_gemma":[0.7798209,0.01709067,0.01953664,0.003355457,0.002210038,0.0008031303,0.0004758947,0.0002059195,0.1765014],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02332665,"threshold_uncertainty_score":0.07803547,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3124315030","doi":"10.4018/978-1-7998-2831-0.ch006","title":"Re-Examining the “Native Speaker Question”","year":2021,"lang":"en","type":"book-chapter","venue":"Advances in linguistics and communication studies","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Construct (python library); Representation (politics); Linguistics; Context (archaeology); China; Discourse analysis; Sociology; Computer science; Political science; History; Politics","authors":[{"name":"Lanqing Qin","is_ca":true},{"name":"Awad Ibrahim","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1582447635118049,"gpt":0.510093452939238,"spread":0.3518486894274331,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005981399,0.0004556953,0.000337271,0.001212569,0.005242195,0.005840055,0.001258553,0.002568241,0.006026586],"category_scores_gemma":[0.007446455,0.0001643546,0.0002564713,0.0009196142,0.0171626,0.01526758,0.003547589,0.005193505,0.0008463815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004286962,"about_ca_system_score_gemma":0.003598704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006297226,"about_ca_topic_score_gemma":0.008885135,"domain_scores_codex":[0.9962132,0.002621213,0.00006546309,0.0003276234,0.0005470421,0.0002255221],"domain_scores_gemma":[0.9948434,0.00398891,0.0001835176,0.000281365,0.0005406638,0.0001622423],"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":[0.000009335064,0.0000125722,0.0004144658,0.00007989528,0.000002685551,0.0002115122,0.2960561,0.00004068947,0.0003901614,0.6800514,0.007693514,0.01503765],"study_design_scores_gemma":[0.000004485026,0.00002325405,0.001174569,0.0006285905,0.000009667047,0.0005395362,0.3095517,0.0006996562,0.00140939,0.1757585,0.5101784,0.00002223643],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.16007,0.01703209,0.03938417,0.1790772,0.006040936,0.00008106466,0.0001344595,0.0001568617,0.5980231],"genre_scores_gemma":[0.9316309,0.004083998,0.004340022,0.007444913,0.001266625,0.000062201,0.00006963645,0.0001831129,0.05091849],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006297226,"threshold_uncertainty_score":0.03163302,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3156684974","doi":"10.4018/978-1-7998-6732-6.ch012","title":"Writing in Times of Crisis","year":2021,"lang":"en","type":"book-chapter","venue":"Advances in linguistics and communication studies","topic":"Rhetoric and Communication Studies","field":"Arts and Humanities","cited_by":1,"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":"Rhetoric; Autoethnography; Persuasion; Rhetorical question; Realism; Aesthetics; Injustice; Sociology; Memoir; Literature; Resistance (ecology); Media studies; Art; Political science; Social science; Psychology; Philosophy; Social psychology; Law; Linguistics","authors":[{"name":"Amir Kalan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07072067421639809,"gpt":0.3334002330260147,"spread":0.2626795588096166,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002149164,0.0005365438,0.0004157234,0.001278832,0.007828657,0.0083806,0.0008118331,0.001956296,0.005797459],"category_scores_gemma":[0.004681371,0.0002650839,0.0001830322,0.001236904,0.009374604,0.006690461,0.004288216,0.003192476,0.001018515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002558532,"about_ca_system_score_gemma":0.002302699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001552219,"about_ca_topic_score_gemma":0.002981238,"domain_scores_codex":[0.998462,0.000920748,0.00005655535,0.0001442991,0.0002325681,0.0001838339],"domain_scores_gemma":[0.9979349,0.001094091,0.0002009684,0.0001608291,0.0002025252,0.0004067217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005270227,0.0000523317,0.0009096619,0.0004428111,0.000008512962,0.002531337,0.7637819,0.00015194,0.001536372,0.1548425,0.03192578,0.04376427],"study_design_scores_gemma":[0.000007348305,0.00003859055,0.001112291,0.0006481549,0.00000434217,0.001702175,0.317443,0.0001230045,0.0003981443,0.01961065,0.6589,0.00001224592],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2471233,0.02508025,0.004214103,0.04813405,0.005032743,0.0001393439,0.0001002928,0.0001848402,0.6699911],"genre_scores_gemma":[0.8491865,0.01202727,0.002426171,0.004824456,0.001150332,0.0001155683,0.00008594184,0.0002148133,0.1299689],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0083806,"threshold_uncertainty_score":0.0193944,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2496247440","doi":"10.4018/978-1-5225-0225-8.ch009","title":"Permanently Temporary","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in linguistics and communication studies","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Toronto","funders":"","keywords":"Citizenship; Immigration; Political science; Incentive; Precarity; Accountability; Wage; Government (linguistics); Political economy; Sociology; Economics; Politics; Law; Market economy","authors":[{"name":"Fariah Chowdhury","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09731872036731194,"gpt":0.4546253778007585,"spread":0.3573066574334466,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000887115,0.0004474617,0.0003640958,0.0009875426,0.0110807,0.005742209,0.00138839,0.001421657,0.1974127],"category_scores_gemma":[0.002610637,0.0002606222,0.0004519545,0.001606576,0.002716865,0.002236294,0.004115884,0.002259574,0.05402221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0154679,"about_ca_system_score_gemma":0.04156072,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6852782,"about_ca_topic_score_gemma":0.854017,"domain_scores_codex":[0.9977276,0.0001092092,0.00004364505,0.0002571138,0.0007727584,0.001089735],"domain_scores_gemma":[0.9977633,0.00006800831,0.00007481685,0.0001551704,0.001083841,0.000854924],"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":[0.00005289544,0.0000261527,0.003979576,0.0001162998,0.000007501032,0.0003809149,0.003835616,0.00007103931,0.0004682736,0.09249126,0.8198376,0.07873287],"study_design_scores_gemma":[0.000001866754,0.000004448026,0.001350337,0.00003943148,0.00000202676,0.0001012301,0.0009134128,0.00001427554,0.00004552173,0.0009009797,0.9966197,0.000006755704],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008480071,0.001218617,0.001522493,0.01101286,0.002413399,0.0001035251,0.003132492,0.0004168593,0.9716996],"genre_scores_gemma":[0.05047051,0.001381013,0.0009578587,0.007655679,0.0003144431,0.00006334685,0.002454103,0.0003129881,0.93639],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6852782,"threshold_uncertainty_score":0.6604114,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2484137238","doi":"10.4018/978-1-4666-8690-8.ch009","title":"Translational Mismatches Involving Clitics (Illustrated from Serbian ~ Catalan Language Pair)","year":2015,"lang":"en","type":"book-chapter","venue":"Advances in linguistics and communication studies","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Clitic; Serbian; Catalan; Rotation formalisms in three dimensions; Linguistics; Phrase; Computer science; Natural language processing; Artificial intelligence; Mathematics; Philosophy","authors":[{"name":"Jasmina Milićević","is_ca":true},{"name":"Àngels Catena","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0567684242725113,"gpt":0.3457635642439991,"spread":0.2889951399714878,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008508133,0.0008095241,0.0004441051,0.00134172,0.001754453,0.002080826,0.0006985518,0.000585749,0.008322844],"category_scores_gemma":[0.001783815,0.0003085401,0.0002969384,0.001706972,0.001675923,0.001131592,0.00136135,0.001529429,0.002601441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002462232,"about_ca_system_score_gemma":0.001580338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02153831,"about_ca_topic_score_gemma":0.03321544,"domain_scores_codex":[0.99936,0.0002896582,0.00003987328,0.0001170241,0.0001447362,0.00004867315],"domain_scores_gemma":[0.9993078,0.0002906752,0.00005136058,0.0001336419,0.0001934577,0.00002309712],"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":[0.0009243375,0.0001392637,0.006572227,0.001791364,0.00009899917,0.005858715,0.03485654,0.004631682,0.03344594,0.4211709,0.1213222,0.3691879],"study_design_scores_gemma":[0.0000463142,0.0001076022,0.01260778,0.0004359375,0.00005183676,0.003257039,0.006979821,0.005095287,0.01465521,0.02437962,0.9323068,0.00007689245],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2756356,0.01483943,0.060355,0.003980184,0.002525854,0.0003207678,0.003659881,0.001967578,0.6367157],"genre_scores_gemma":[0.8565368,0.003344449,0.05311457,0.001077111,0.0002102663,0.0002109329,0.003884142,0.001026058,0.0805956],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02153831,"threshold_uncertainty_score":0.04282588,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401021714","doi":"10.4018/979-8-3693-3302-0.ch010","title":"Emotional Literacy through Tea Objects","year":2024,"lang":"en","type":"book-chapter","venue":"Advances in linguistics and communication studies","topic":"Art Education and Development","field":"Arts and Humanities","cited_by":0,"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":"Literacy; Psychology; Pedagogy","authors":[{"name":"Ran Xiang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06056467805968369,"gpt":0.357672990657324,"spread":0.2971083125976403,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001918296,0.0003797841,0.0003586183,0.001151193,0.004506607,0.008716611,0.0006469893,0.001162469,0.005136107],"category_scores_gemma":[0.003907493,0.0002321649,0.000364246,0.001127743,0.01169216,0.00671158,0.006560793,0.001750276,0.0004863442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001352404,"about_ca_system_score_gemma":0.0008274344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005063424,"about_ca_topic_score_gemma":0.001138036,"domain_scores_codex":[0.997362,0.001978675,0.00005927708,0.0001566579,0.0002738248,0.000169599],"domain_scores_gemma":[0.9979934,0.001529234,0.0001571858,0.0001487286,0.00007141456,0.000100189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005298496,0.00006695282,0.001471509,0.00041511,0.000008569585,0.001057195,0.8972986,0.0001019535,0.002827826,0.06480413,0.001970983,0.02992412],"study_design_scores_gemma":[0.00002078219,0.0001635176,0.006864905,0.0009121022,0.00003263442,0.001722807,0.7189155,0.0002988893,0.003803211,0.02712236,0.2401038,0.00003962238],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6514978,0.002788661,0.01171011,0.004512909,0.0001861872,0.0001988731,0.0001077647,0.0001151117,0.3288827],"genre_scores_gemma":[0.9605637,0.001306058,0.004159806,0.0006375893,0.00004337306,0.0002242837,0.00004209185,0.00007785426,0.03294522],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.008716611,"threshold_uncertainty_score":0.01718199,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}