{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":24,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":24,"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":"31c7e657f39a","filters":{"venue":"Advances in multimedia and interactive technologies book series"}},"results":[{"id":"W2485506907","doi":"10.4018/978-1-4666-8838-4.ch013","title":"Mobile Journalism and Innovation","year":2015,"lang":"en","type":"book-chapter","venue":"Advances in multimedia and interactive technologies book series","topic":"University-Industry-Government Innovation Models","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Affordance; Journalism; Representativeness heuristic; Narrative; Technological convergence; Convergence (economics); Sample (material); Political science; Sociology; Computer science; Humanities; Media studies; Art; Psychology; Human–computer interaction; Telecommunications; Literature; Social psychology","authors":[{"name":"Marcos Palácios","is_ca":false},{"name":"Suzana Barbosa","is_ca":false},{"name":"Fernando Firmino da Silva","is_ca":false},{"name":"Rodrigo Cunha","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02185827563457176,"gpt":0.2593488422669405,"spread":0.2374905666323687,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001606369,0.0003649014,0.0003902364,0.001314891,0.0001066245,0.0001431632,0.0002368711,0.0005514712,0.0001417208],"category_scores_gemma":[0.0002380247,0.0003568791,0.00002469107,0.0002648518,0.0005310649,0.00847775,0.0005701183,0.001076333,0.00002172324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001791812,"about_ca_system_score_gemma":0.00002506402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001082307,"about_ca_topic_score_gemma":0.00002451771,"domain_scores_codex":[0.9986893,0.000003530063,0.0004101508,0.0004135644,0.0002769427,0.0002065161],"domain_scores_gemma":[0.9986432,0.00005931512,0.0006640409,0.0002093509,0.0004165282,0.000007554207],"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":[0.0002701455,0.00003726901,0.001755915,0.0001890355,0.00008116954,0.00006736781,0.0002647843,0.00002957962,0.0002299137,0.7704386,0.004623118,0.2220131],"study_design_scores_gemma":[0.0004328164,0.00005814843,0.0000308334,0.0003106695,0.00002547738,0.000009552476,0.002336663,0.0002644289,0.000139723,0.0848436,0.9111818,0.0003662562],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007421169,0.01835318,0.0005581355,0.001945126,0.001005589,0.001253226,0.00005531823,0.0009053483,0.9685029],"genre_scores_gemma":[0.1703664,0.05896154,0.007877172,0.00264392,0.001203623,0.0002229149,0.000382185,0.0002958171,0.7580464],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9065587,"threshold_uncertainty_score":0.9998883,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2550755325","doi":"10.4018/978-1-5225-1817-4.ch002","title":"Gamification Transformed","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in multimedia and interactive technologies book series","topic":"Educational Games and Gamification","field":"Psychology","cited_by":6,"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":"Transformative learning; Value (mathematics); Immersion (mathematics); User experience design; Function (biology); Psychology; Computer science; Human–computer interaction; Knowledge management; Mathematics; Pedagogy","authors":[{"name":"Brock Dubbels","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01359301992651003,"gpt":0.310862255985201,"spread":0.297269236058691,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008929809,0.0003763224,0.0003914662,0.0003784086,0.00005709969,0.00002131274,0.0002800619,0.0005118811,0.0008431782],"category_scores_gemma":[0.0001191698,0.0003052742,0.00007343577,0.00004267512,0.0008432281,0.001220995,0.00005108396,0.0004956992,0.0002350536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000151018,"about_ca_system_score_gemma":0.00003553313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004055443,"about_ca_topic_score_gemma":0.00003648567,"domain_scores_codex":[0.9984625,0.00001913553,0.0004732953,0.0006338538,0.0001415016,0.0002697264],"domain_scores_gemma":[0.9986818,0.0004033684,0.0003299253,0.0004386615,0.0001142519,0.00003202732],"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":[0.0001921735,0.00003355679,0.0001218539,0.00003740575,0.00004797425,0.000005663147,0.001425082,1.186492e-7,0.0001821061,0.4193472,0.0004440078,0.5781629],"study_design_scores_gemma":[0.0003405928,0.0001645049,0.0007109795,0.0003426424,0.0000215256,0.00002067423,0.003060476,0.000002656719,0.000633567,0.06558442,0.9287473,0.0003706874],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000138214,0.05779801,0.0006223158,0.003902122,0.001282158,0.0007815405,0.0001168442,0.0004616198,0.9348972],"genre_scores_gemma":[0.02504062,0.1301456,0.001583387,0.0001524052,0.0001490885,0.0006417148,0.0001152173,0.00008396052,0.842088],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9283032,"threshold_uncertainty_score":0.9999399,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2506006181","doi":"10.4018/978-1-5225-0264-7.ch006","title":"Natural Human-Computer Interaction with Musical Instruments","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in multimedia and interactive technologies book series","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Musical instrument; Musical; Computer science; Natural (archaeology); Human–computer interaction; Context (archaeology); Artifact (error); Multimedia; Electronic music; Digital audio; Speech recognition; Artificial intelligence; Visual arts; Art; Acoustics; Audio signal","authors":[{"name":"George Tzanetakis","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008194386131233343,"gpt":0.2533403708137944,"spread":0.245145984682561,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007568931,0.0006285738,0.0007030793,0.0005849279,0.0002286342,0.00009120993,0.0009069599,0.0005029067,0.00003101911],"category_scores_gemma":[0.00006518533,0.0004339144,0.00008156046,0.00008202565,0.001597085,0.004480316,0.001214384,0.001252466,0.00003030725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002004207,"about_ca_system_score_gemma":0.00003139399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003387129,"about_ca_topic_score_gemma":0.0001538955,"domain_scores_codex":[0.9978328,0.00002155911,0.000461194,0.001011309,0.0002481421,0.0004249432],"domain_scores_gemma":[0.9985046,0.0002703894,0.000394916,0.0006731945,0.000123494,0.0000333569],"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":[0.0001408113,0.00003353012,0.000204754,0.00004459797,0.0001448439,0.0001131802,0.0007431938,5.509181e-7,0.0001048402,0.3009528,0.0002965459,0.6972204],"study_design_scores_gemma":[0.001293159,0.001287254,0.000316663,0.001810766,0.00003313675,0.0002512792,0.0006715115,0.0003396244,0.001654882,0.1126391,0.878415,0.001287683],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01323787,0.05100019,0.0657017,0.012775,0.01233902,0.004295337,0.0001093983,0.01221839,0.8283231],"genre_scores_gemma":[0.5760098,0.05952786,0.1036867,0.001044976,0.0005407127,0.0006927615,0.00004568618,0.000215605,0.258236],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8781185,"threshold_uncertainty_score":0.9998113,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2496769839","doi":"10.4018/978-1-4666-6206-3.ch013","title":"Strategies and Tactics in Digital Role-Playing Games","year":2014,"lang":"en","type":"book-chapter","venue":"Advances in multimedia and interactive technologies book series","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":3,"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":"Enculturation; Persuasion; Closure (psychology); Narrative; Context (archaeology); Doctrine; Sociotechnical system; Socialization; Sociology; Psychology; Social psychology; Political science; Computer science; Pedagogy; History; Art; Law; Literature; Knowledge management","authors":[{"name":"Christophe Duret","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01828295097285945,"gpt":0.3380977857740328,"spread":0.3198148348011734,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002944392,0.0003387136,0.0004474912,0.0005238736,0.0002314939,0.0004320975,0.0002448315,0.000416582,0.00008941999],"category_scores_gemma":[0.001957593,0.000329144,0.00003146313,0.0001060908,0.002087352,0.007153854,0.000160843,0.001145597,0.00001425793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001451899,"about_ca_system_score_gemma":0.0001594601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009726807,"about_ca_topic_score_gemma":0.001169328,"domain_scores_codex":[0.9985456,0.000047964,0.0003906399,0.0004766145,0.0002148381,0.0003243723],"domain_scores_gemma":[0.9979522,0.001245231,0.0004419137,0.000171218,0.000155087,0.00003435797],"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":[0.0001290659,0.0000258182,0.004047243,0.00006580311,0.0000315645,0.00001711421,0.01909196,0.000003529059,0.00003491411,0.5582402,0.00008623345,0.4182265],"study_design_scores_gemma":[0.0001644522,0.0001141131,0.0002618437,0.0003399932,0.00000747672,0.000004929932,0.163858,0.00002249475,0.00004631998,0.03113107,0.8037154,0.0003338987],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003850059,0.02490264,0.0001254236,0.002927948,0.0006661771,0.0005422658,0.00001671591,0.0004113173,0.9665574],"genre_scores_gemma":[0.7575306,0.1129123,0.003084358,0.000181482,0.0001884941,0.0001070372,0.00003270455,0.00006803473,0.125895],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8406624,"threshold_uncertainty_score":0.9999161,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2497590637","doi":"10.4018/978-1-5225-0477-1.ch001","title":"Arkham Epic","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in multimedia and interactive technologies book series","topic":"Digital Games and Media","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Western University","funders":"","keywords":"EPIC; Narrative; Comics; Studio; Drama; Art; Franchise; Literature; Representation (politics); Visual arts; Political science","authors":[{"name":"Luke Arnott","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01003838563170411,"gpt":0.2877538852455409,"spread":0.2777154996138367,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0001415341,0.0003907922,0.0005346396,0.0003098411,0.00009225506,0.00007260517,0.0004259335,0.0005310826,0.0005111896],"category_scores_gemma":[0.0008831731,0.0003108635,0.0000961307,0.00004939903,0.003041301,0.003176547,0.0002695071,0.0005311496,0.0001394961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002147601,"about_ca_system_score_gemma":0.0001038674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009943934,"about_ca_topic_score_gemma":0.0008284462,"domain_scores_codex":[0.9983336,0.00002093767,0.0003658151,0.0005419608,0.0002795479,0.0004581098],"domain_scores_gemma":[0.9986766,0.0005703112,0.000280741,0.00029075,0.0001072901,0.00007431485],"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":[0.0000598608,0.00001063798,0.0000675533,0.00002164947,0.00002200071,0.00003622884,0.001329807,6.228908e-8,0.00001194207,0.2194563,0.0003560348,0.7786279],"study_design_scores_gemma":[0.0001998956,0.0001264993,0.00001435762,0.0006685883,0.00001150046,0.000004033976,0.004254511,7.221738e-7,0.000219157,0.06873573,0.9253859,0.000379118],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002906171,0.03214797,0.00002506816,0.001687035,0.0009160285,0.0004398676,0.00005456775,0.0005200326,0.9641804],"genre_scores_gemma":[0.002543676,0.2257834,0.0006574285,0.00009601543,0.0001294766,0.00006829575,0.000007116405,0.00003566291,0.7706789],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9250299,"threshold_uncertainty_score":0.9999344,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2552377967","doi":"10.4018/978-1-5225-1817-4","title":"Transforming Gaming and Computer Simulation Technologies across Industries","year":2016,"lang":"en","type":"book","venue":"Advances in multimedia and interactive technologies book series","topic":"Educational Games and Gamification","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Human–computer interaction","authors":[{"name":"Brock Dubbels","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0171511140434779,"gpt":0.342469219994539,"spread":0.3253181059510611,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001504552,0.0004967646,0.0005676243,0.0003927154,0.0001551652,0.00007050853,0.0003115047,0.0009680488,0.00004423736],"category_scores_gemma":[0.0002850846,0.0004095882,0.00005110081,0.0001342249,0.001796967,0.00212633,0.0002324447,0.0008791007,0.00002019023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002076506,"about_ca_system_score_gemma":0.0000607094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008314074,"about_ca_topic_score_gemma":0.00004698091,"domain_scores_codex":[0.9979884,0.00003638919,0.0005604258,0.0008031185,0.0001602091,0.0004514762],"domain_scores_gemma":[0.9978881,0.001145098,0.0004056311,0.000394926,0.0001393698,0.00002687561],"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":[0.0001677053,0.00003767623,0.001296565,0.00008797564,0.00006894576,0.00001196501,0.004922275,0.000009439464,0.00005735278,0.01544858,0.0004769598,0.9774145],"study_design_scores_gemma":[0.0006469217,0.0003341319,0.001163345,0.001116614,0.00002904683,0.00004035716,0.02720563,0.0001654757,0.001234836,0.01579252,0.9515936,0.0006775522],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.04681703,0.6041512,0.03903346,0.01764357,0.01116833,0.009881164,0.001601775,0.01123414,0.2584693],"genre_scores_gemma":[0.3989471,0.1557558,0.00888488,0.0002840275,0.000582002,0.001691454,0.0003388663,0.0002699548,0.4332459],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.976737,"threshold_uncertainty_score":0.9998356,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2949202002","doi":"10.4018/978-1-5225-9261-7.ch011","title":"Exploring Multiliteracies Pedagogies With Pre-Service Teachers","year":2019,"lang":"en","type":"book-chapter","venue":"Advances in multimedia and interactive technologies book series","topic":"Literacy, Media, and Education","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":true},"ca_institutions":"University of British Columbia","funders":"","keywords":"Framing (construction); Pedagogy; Situated; Literacy; Sociology; Teacher education; Perspective (graphical); Mathematics education; Psychology; Engineering; Computer science","authors":[{"name":"Joanne Robertson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05204353541626823,"gpt":0.2738099618217213,"spread":0.2217664264054531,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0000972167,0.0007344623,0.0007507507,0.000577624,0.000204402,0.0002614777,0.000431732,0.0002369451,0.0003877206],"category_scores_gemma":[0.0001848073,0.0005759979,0.00008306778,0.00003988841,0.001312258,0.009778723,0.0002383901,0.001040052,0.00008925248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001723773,"about_ca_system_score_gemma":0.0001087575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001188132,"about_ca_topic_score_gemma":0.002859151,"domain_scores_codex":[0.9978887,0.0000235349,0.0005544469,0.0007838974,0.0002878975,0.0004614589],"domain_scores_gemma":[0.9980879,0.0005798566,0.0004343647,0.0005591271,0.0002899668,0.00004877538],"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":[0.0005733148,0.00006286977,0.0008289375,0.0005932053,0.0001440584,0.00002400676,0.7378694,0.00001112832,0.00001023959,0.01938934,0.0002575666,0.2402359],"study_design_scores_gemma":[0.0003481263,0.0003099498,0.0001128387,0.001374767,0.00004649029,0.00001075079,0.2789382,0.00003437939,0.0003134763,0.002489622,0.7153972,0.0006241283],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2309829,0.1485208,0.00005906808,0.004423135,0.0113405,0.004754857,0.000595613,0.004344507,0.5949786],"genre_scores_gemma":[0.1981248,0.1370442,0.003318721,0.0005128894,0.0008817675,0.001028577,0.0003417724,0.0002984974,0.6584488],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7151397,"threshold_uncertainty_score":0.9996691,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2883027593","doi":"10.4018/978-1-5225-5622-0.ch010","title":"Math Talk as Discourse Strategy","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in multimedia and interactive technologies book series","topic":"Mathematics Education and Teaching Techniques","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":"Institute for Christian Studies","funders":"","keywords":"Dialogical self; GRASP; Viewpoints; Rhetorical question; Representation (politics); Rubric; Meaning (existential); Mathematical practice; Terminology; Mathematics education; Computer science; Epistemology; Mathematics; Linguistics","authors":[{"name":"Stacy Costa","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01856020640255705,"gpt":0.3654972366897039,"spread":0.3469370302871468,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0002958964,0.0003619515,0.0004393963,0.000339018,0.0002554181,0.0001114766,0.0004904087,0.000478825,0.0007545502],"category_scores_gemma":[0.0007945477,0.0003241717,0.00007021496,0.00005207085,0.003004084,0.001815807,0.0002095312,0.0006955863,0.00005993589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001923808,"about_ca_system_score_gemma":0.0001382782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001547628,"about_ca_topic_score_gemma":0.001618419,"domain_scores_codex":[0.9985232,0.00003922757,0.0003721755,0.0004590905,0.000265737,0.0003405267],"domain_scores_gemma":[0.9987574,0.0003335561,0.0003714019,0.000359542,0.0001212334,0.00005690018],"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":[0.00003620226,0.00003754844,0.00002005517,0.00004543291,0.00002560636,0.00001737255,0.007309393,8.36642e-8,0.000008451149,0.835616,0.001509415,0.1553744],"study_design_scores_gemma":[0.00005703687,0.0001084138,0.000002846334,0.0002993508,0.00001148421,0.000006356703,0.01619375,0.000006289216,0.0002617256,0.3876082,0.5951935,0.0002510615],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004190537,0.008361109,0.0003523485,0.001199411,0.0004831299,0.00081281,0.00003941281,0.00125094,0.9870818],"genre_scores_gemma":[0.03263595,0.1710587,0.01684948,0.0002000175,0.0003351882,0.0004810395,0.00005793257,0.0001133693,0.7782683],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5936841,"threshold_uncertainty_score":0.999921,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2921281251","doi":"10.4018/978-1-5225-5912-2.ch003","title":"A User Study of Virtual Reality for Visualizing Digitized Canadian Cultural Objects","year":2019,"lang":"en","type":"book-chapter","venue":"Advances in multimedia and interactive technologies book series","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Algoma University","funders":"","keywords":"Headset; Virtual reality; Digitization; Visualization; Cultural heritage; Process (computing); Limiting; Computer science; Human–computer interaction; Multimedia; Engineering; Geography; Artificial intelligence","authors":[{"name":"Miguel Á. García-Ruiz","is_ca":true},{"name":"Pedro C. Santana‐Mancilla","is_ca":false},{"name":"Laura S. Gaytán‐Lugo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02090123230021236,"gpt":0.2810706593466099,"spread":0.2601694270463976,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001528983,0.0004107195,0.0007154442,0.0002503274,0.000127584,0.0000586181,0.0003152517,0.0003202351,0.0001189065],"category_scores_gemma":[0.0003272382,0.0003136717,0.00008423266,0.00006130128,0.0004422984,0.001827367,0.0000510637,0.0004457578,0.00001364289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004298263,"about_ca_system_score_gemma":0.00009473271,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0108202,"about_ca_topic_score_gemma":0.4373805,"domain_scores_codex":[0.9983934,0.00003832505,0.0004708816,0.000541202,0.0001843074,0.0003718438],"domain_scores_gemma":[0.9986721,0.0005518633,0.0003012177,0.0002626783,0.0001459902,0.00006617212],"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":[0.00385021,0.0002234795,0.1227883,0.0007837834,0.0006929003,0.0001738336,0.02109186,0.0004280063,0.0001489915,0.008991797,0.001319668,0.8395072],"study_design_scores_gemma":[0.005694722,0.01024825,0.02281406,0.002370218,0.0001904821,0.00005554148,0.2187283,0.001316712,0.001221639,0.01071468,0.7235467,0.003098594],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3381627,0.05962574,0.00007622541,0.0005712493,0.004409141,0.01115548,0.005835327,0.001600785,0.5785633],"genre_scores_gemma":[0.9358012,0.008039151,0.0005002833,0.00004677575,0.00003822648,0.00002884541,0.0003495478,0.00002050106,0.05517545],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8364086,"threshold_uncertainty_score":0.9999315,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4231783983","doi":"10.4018/978-1-5225-5622-0.ch011","title":"The Reincarnation of the Aura","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in multimedia and interactive technologies book series","topic":"Walter Benjamin Studies Compilation","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":"University of Toronto","funders":"","keywords":"Aura; Object (grammar); Sculpture; Art; Aesthetics; Mistake; Art history; Literature; Philosophy; Psychology; Law; Linguistics","authors":[{"name":"Victoria Bigliardi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01374925095243525,"gpt":0.2415974777712094,"spread":0.2278482268187741,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00008119039,0.0002599338,0.0002907227,0.0001142327,0.0003795637,0.00006001082,0.0004136759,0.0001220115,0.0001250179],"category_scores_gemma":[0.0002798162,0.0001464943,0.00007127763,0.00001868637,0.004003404,0.00100785,0.0004418744,0.0004107249,0.00001214409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008198447,"about_ca_system_score_gemma":0.00001779552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007959299,"about_ca_topic_score_gemma":0.001112384,"domain_scores_codex":[0.99898,0.00001900328,0.0003945864,0.0002593029,0.0001860046,0.0001610318],"domain_scores_gemma":[0.9983806,0.0004874603,0.0005069438,0.0003748107,0.0002430164,0.000007155105],"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":[0.0001876361,0.00001539148,0.0001218679,0.00007830187,0.0001313418,0.000002392888,0.01595151,0.000001793017,0.0000447658,0.7853734,0.003133039,0.1949585],"study_design_scores_gemma":[0.0001122597,0.0001195287,0.0000626149,0.0003272411,0.00001993354,0.000002002965,0.008334591,0.00003849239,0.00080236,0.07660577,0.9134133,0.0001618493],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007639321,0.03271288,0.00001559341,0.002208686,0.00276454,0.0008572437,0.00008769883,0.0002597677,0.9603297],"genre_scores_gemma":[0.09707025,0.1049176,0.0004947305,0.0001471299,0.000527997,0.0001889445,0.00002649316,0.00008710197,0.7965397],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9102803,"threshold_uncertainty_score":0.9987071,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4246408320","doi":"10.4018/978-1-5225-7601-3.ch001","title":"Communication, Information, and Pragmatics","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in multimedia and interactive technologies book series","topic":"University-Industry-Government Innovation Models","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ontario College of Art and Design; University of Toronto","funders":"","keywords":"Pragmatics; Proposition; Meaning (existential); Dimension (graph theory); Communication theory; Relevance theory; Information transmission; Information theory; Semantics (computer science); Linguistics; Computer science; Element (criminal law); Epistemology; Communication; Psychology; Philosophy; Mathematics; Cognition; Political science","authors":[{"name":"Adriana Braga","is_ca":false},{"name":"Robert K. Logan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009934773511585072,"gpt":0.2289814603609272,"spread":0.2190466868493422,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0001182445,0.0003085612,0.0003113949,0.0005537271,0.0001669007,0.0001845073,0.0003417051,0.0004601742,0.0002497589],"category_scores_gemma":[0.0003295348,0.0003069886,0.00002376172,0.0001015517,0.0009247587,0.01516925,0.0008115282,0.0007227293,0.00006678706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001016124,"about_ca_system_score_gemma":0.00001828688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001461487,"about_ca_topic_score_gemma":0.00008024497,"domain_scores_codex":[0.9989763,0.000003929978,0.0004234108,0.0002320664,0.0001968304,0.0001673924],"domain_scores_gemma":[0.9984792,0.0001217355,0.000700042,0.0003512353,0.0003411667,0.000006615632],"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":[0.0002389189,0.00004459192,0.003583471,0.0005636386,0.0001292826,0.000009398568,0.00123624,0.00001242985,0.0000181004,0.838497,0.01222358,0.1434433],"study_design_scores_gemma":[0.0003021891,0.00002522458,0.0001023263,0.0003851393,0.00002583928,0.000003790836,0.004014786,0.0005437384,0.00006153101,0.06666746,0.9275486,0.0003193516],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002548726,0.006131113,0.001077035,0.004656652,0.00042912,0.001165559,0.00006165092,0.0009593267,0.9829708],"genre_scores_gemma":[0.1329609,0.2367871,0.07914461,0.01281247,0.001177309,0.0004273684,0.001786117,0.000436994,0.5344672],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.915325,"threshold_uncertainty_score":0.9999382,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2494102067","doi":"10.4018/978-1-4666-4345-1.ch004","title":"“Memeration”","year":2013,"lang":"en","type":"book-chapter","venue":"Advances in multimedia and interactive technologies book series","topic":"Literacy, Media, and Education","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":"University of Toronto","funders":"","keywords":"Scholarship; Affordance; Context (archaeology); Digital scholarship; Vision; Literacy; Sociology; Pedagogy; Library science; Psychology; Political science; Computer science","authors":[{"name":"Rob Simon","is_ca":true},{"name":"Alisa Acosta","is_ca":true},{"name":"Eveline Houtman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01237272722159588,"gpt":0.2429536200006881,"spread":0.2305808927790922,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005853524,0.0004456003,0.0004690667,0.0003986933,0.0001846527,0.0002056258,0.0002515017,0.0002647881,0.003806376],"category_scores_gemma":[0.000193833,0.0003772956,0.00007082371,0.00001545493,0.001363871,0.004991749,0.0001324993,0.0006625809,0.000350437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001109145,"about_ca_system_score_gemma":0.00004936067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000504936,"about_ca_topic_score_gemma":0.0005628421,"domain_scores_codex":[0.9985747,0.00001332066,0.0004773113,0.0004817027,0.0001678276,0.0002851387],"domain_scores_gemma":[0.9988472,0.0002775206,0.0003077268,0.0003192978,0.0002106483,0.00003764957],"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":[0.0001012586,0.00006214169,0.00008532515,0.0002316213,0.00007865608,0.00002088711,0.1655775,9.837776e-7,0.00001302881,0.4070759,0.0141923,0.4125604],"study_design_scores_gemma":[0.0001664202,0.0001489708,0.000008936431,0.0003723738,0.00002109059,0.000007280536,0.0446426,0.00002643744,0.0003073167,0.0547351,0.8991517,0.0004117714],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001081716,0.06113774,0.00002592825,0.002060121,0.00470862,0.0009933971,0.0001131893,0.0008415111,0.9290377],"genre_scores_gemma":[0.02229416,0.08123849,0.001306934,0.0003741845,0.0007868869,0.0003739306,0.0002078099,0.00008231801,0.8933353],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8849594,"threshold_uncertainty_score":0.9998679,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2563180092","doi":"10.4018/978-1-5225-1817-4.ch014","title":"Is Artificial Intelligence (AI) Friend or Foe to Patients in Healthcare?","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in multimedia and interactive technologies book series","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"MaRS","funders":"","keywords":"Value (mathematics); Health care; Quality (philosophy); Knowledge management; Computer science; Data science; Artificial intelligence; Machine learning; Political science","authors":[{"name":"Veronika Litinski","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2744681701281456,"gpt":0.5067571867432026,"spread":0.232289016615057,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.000751566,0.0008028643,0.001279994,0.00114343,0.000364746,0.00003303212,0.0007124066,0.001400386,0.0006018562],"category_scores_gemma":[0.005668595,0.0006205214,0.00008621239,0.000228779,0.0009404258,0.003632696,0.001049065,0.003603474,0.0005669352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001140866,"about_ca_system_score_gemma":0.0005280682,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006484448,"about_ca_topic_score_gemma":0.01979131,"domain_scores_codex":[0.994522,0.0003962816,0.002085289,0.001356803,0.0005038094,0.001135753],"domain_scores_gemma":[0.9933644,0.00386135,0.001105982,0.000842424,0.0006253723,0.0002004961],"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":[0.003436438,0.000125198,0.02565236,0.001006501,0.00004845623,0.0000904972,0.009171623,4.688173e-7,0.00001777974,0.08663237,0.0007608695,0.8730574],"study_design_scores_gemma":[0.0004616917,0.00124013,0.00160494,0.006804083,0.00001877256,0.000004408767,0.01243947,0.00001575225,0.000750267,0.1477819,0.8277992,0.001079344],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.03207777,0.06527629,0.003729135,0.5120996,0.02414296,0.03810082,0.005538342,0.005560357,0.3134747],"genre_scores_gemma":[0.1960188,0.4992032,0.01905783,0.04290289,0.001166419,0.006339281,0.000231056,0.0008401183,0.2342404],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8719781,"threshold_uncertainty_score":0.999896,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2488440418","doi":"10.4018/978-1-4666-6206-3.ch002","title":"Equality Game, Anxiety Attack, and Misfortune","year":2014,"lang":"en","type":"book-chapter","venue":"Advances in multimedia and interactive technologies book series","topic":"Educational Games and Gamification","field":"Psychology","cited_by":0,"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":"Rubric; Praxis; Psychology; Grading (engineering); Mathematics education; Game design; Rhetoric; Multimedia; Computer science; Engineering; Political science; Linguistics","authors":[{"name":"Victoria McArthur","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02248305830941773,"gpt":0.3387476738893652,"spread":0.3162646155799475,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000164248,0.0004288921,0.0005371305,0.0002432926,0.00006055899,0.00003589839,0.000237086,0.0005566573,0.0003288999],"category_scores_gemma":[0.000204881,0.0003944655,0.00006437313,0.00004027482,0.001215787,0.0006798559,0.0001753171,0.0007386192,0.00004728601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000844852,"about_ca_system_score_gemma":0.00002399239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002460186,"about_ca_topic_score_gemma":0.0001263012,"domain_scores_codex":[0.9982842,0.0000350985,0.0004989827,0.000757122,0.000141742,0.0002828847],"domain_scores_gemma":[0.9984845,0.00045044,0.0004212923,0.0004859896,0.0001105313,0.00004725276],"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":[0.000291094,0.00004430062,0.001901418,0.0001132722,0.00008855997,0.000005120349,0.002588826,9.594118e-7,0.00006059974,0.2972078,0.001204331,0.6964937],"study_design_scores_gemma":[0.000314452,0.0002021709,0.003246541,0.0002393988,0.00002809515,0.00003604695,0.002981966,0.000021947,0.000163062,0.01979356,0.9725464,0.0004263565],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004981216,0.1640639,0.001068313,0.00489424,0.0023899,0.001541481,0.0002175396,0.0008735958,0.8199698],"genre_scores_gemma":[0.09278337,0.1868414,0.003620492,0.0004841191,0.000206524,0.0004301103,0.0002030436,0.0001026566,0.7153283],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9713421,"threshold_uncertainty_score":0.9998507,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3044122631","doi":"10.4018/978-1-7998-3201-0.ch008","title":"Marketing Experiential Events Through New Media","year":2020,"lang":"en","type":"book-chapter","venue":"Advances in multimedia and interactive technologies book series","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":0,"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":"Experiential learning; Event (particle physics); HERO; Marketing; Context (archaeology); Business; Advertising; Value (mathematics); Marketing communication; Digital marketing; Computer science; Sociology; Geography","authors":[{"name":"Chiara Piancatelli","is_ca":false},{"name":"Marta Massi","is_ca":true},{"name":"Deborah Carolina Raccagni","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01768523936982744,"gpt":0.2984411313168766,"spread":0.2807558919470491,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003222685,0.0005203356,0.000742793,0.0001850348,0.0003001447,0.0001125349,0.000588969,0.0006909547,0.0003084276],"category_scores_gemma":[0.007774529,0.0005314348,0.0001445324,0.0001182108,0.001860899,0.003396136,0.000457987,0.001002378,0.00005179542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002411417,"about_ca_system_score_gemma":0.0002339753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001187469,"about_ca_topic_score_gemma":0.001047253,"domain_scores_codex":[0.997499,0.0001143609,0.0005551316,0.0007682854,0.0005350646,0.000528168],"domain_scores_gemma":[0.9972944,0.001786389,0.0004287254,0.0002472434,0.0001099867,0.0001332184],"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":[0.0009827989,0.00003929442,0.0004377343,0.0001117708,0.0001060387,0.0001254683,0.05559205,4.776364e-7,0.00002288012,0.1102515,0.00397494,0.8283551],"study_design_scores_gemma":[0.0003127616,0.00008334298,0.00003499588,0.0007939389,0.00002227465,0.000002167975,0.03772585,0.000002444049,0.0001168312,0.06829869,0.8920779,0.0005287738],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0002659333,0.02995508,0.00005825345,0.00346579,0.002538093,0.0006818725,0.00005414854,0.00104206,0.9619388],"genre_scores_gemma":[0.05511091,0.464671,0.01427531,0.0007276103,0.002270589,0.0002638735,0.0001439653,0.0002877181,0.462249],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.888103,"threshold_uncertainty_score":0.9997137,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2804208698","doi":"10.4018/978-1-5225-5622-0.ch004","title":"Existential Graphs and Cognition","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in multimedia and interactive technologies book series","topic":"Hermeneutics and Narrative Identity","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 Toronto","funders":"","keywords":"Existentialism; Cognition; Psychology; Philosophy; Epistemology; Neuroscience","authors":[{"name":"Caterina Clivio","is_ca":false},{"name":"Marcel Danesi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01587606380331917,"gpt":0.2522316045120346,"spread":0.2363555407087155,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006702805,0.0003635792,0.0004204721,0.0003766262,0.0002244517,0.0001495829,0.000140424,0.00022669,0.001604102],"category_scores_gemma":[0.0000931412,0.0003213259,0.00005956727,0.00001448729,0.003271344,0.001989415,0.0002281626,0.0004583135,0.00004308184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003821853,"about_ca_system_score_gemma":0.00001633147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002013893,"about_ca_topic_score_gemma":0.003904563,"domain_scores_codex":[0.9988495,0.00001316792,0.0003313179,0.0004547707,0.0001330314,0.0002181763],"domain_scores_gemma":[0.9992694,0.0001166006,0.0002365286,0.0001710409,0.0001769853,0.00002941635],"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":[0.0004353169,0.00006353698,0.0001474634,0.0002591742,0.0002319247,0.00007474893,0.008686491,8.036819e-8,0.0001424904,0.8135165,0.003824209,0.1726181],"study_design_scores_gemma":[0.0002536252,0.0003225695,0.00002237574,0.0003498326,0.00003968289,0.00001085125,0.003500411,0.000009797612,0.0005352967,0.2167136,0.7779102,0.0003316615],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004754486,0.01958203,0.000004576231,0.000300515,0.001243904,0.0005961499,0.0002355925,0.0004424369,0.9728403],"genre_scores_gemma":[0.1202212,0.2586057,0.000572804,0.000227273,0.0003680728,0.0001800282,0.0001459871,0.0001137489,0.6195651],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7740861,"threshold_uncertainty_score":0.9999239,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2886821459","doi":"10.4018/978-1-5225-5622-0.ch009","title":"Neologisms","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in multimedia and interactive technologies book series","topic":"Language, Metaphor, and Cognition","field":"Psychology","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 Toronto","funders":"","keywords":"Semiotics; Neologism; Linguistics; Indexicality; Meaning (existential); Rhetorical question; Metalanguage; Point (geometry); Philosophy; Epistemology; Mathematics","authors":[{"name":"Joel West","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0128528631298525,"gpt":0.2973676039519733,"spread":0.2845147408221208,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001110985,0.0005580318,0.0006604184,0.0004686305,0.00008716888,0.00003444016,0.0003953328,0.0008578073,0.004175914],"category_scores_gemma":[0.0002514964,0.0004750651,0.0001105726,0.0000587381,0.002109866,0.001220068,0.0002909135,0.000942382,0.0006125926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008619167,"about_ca_system_score_gemma":0.00002207014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001936056,"about_ca_topic_score_gemma":0.0001841344,"domain_scores_codex":[0.9980775,0.00003638956,0.0004784962,0.0008223788,0.0001633569,0.0004219283],"domain_scores_gemma":[0.9985452,0.0003635912,0.0003778875,0.000543146,0.0001318209,0.00003830872],"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":[0.001039593,0.00008856987,0.0002361265,0.00008562476,0.000280991,0.0004225748,0.005773352,2.167428e-7,0.0001605769,0.1218741,0.004751275,0.865287],"study_design_scores_gemma":[0.0005621654,0.0007388048,0.00009931702,0.000358249,0.00006154651,0.00009518983,0.01150413,0.000005366488,0.001671374,0.1460744,0.8381909,0.0006386183],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000781036,0.08449735,0.0002756856,0.0003341454,0.002224981,0.0006617757,0.00009887642,0.0009538595,0.9101723],"genre_scores_gemma":[0.01873158,0.09047935,0.004806234,0.0005699268,0.000400275,0.0004952842,0.0001670493,0.0001546118,0.8841957],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8646483,"threshold_uncertainty_score":0.9997701,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2501198527","doi":"10.4018/978-1-5225-0477-1.ch007","title":"Exploring Complex Intertextual Interactions in Video Games","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in multimedia and interactive technologies book series","topic":"Digital Games and Media","field":"Social Sciences","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 Victoria","funders":"","keywords":"Video game; Intertextuality; Construct (python library); Class (philosophy); Multimedia; Meaning (existential); Session (web analytics); Computer science; Multimodality; Psychology; Art; World Wide Web; Literature; Artificial intelligence","authors":[{"name":"Kathy Sanford","is_ca":true},{"name":"Tim Hopper","is_ca":true},{"name":"Jamie Burren","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06651514577422765,"gpt":0.3273675850210116,"spread":0.2608524392467839,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001698681,0.0004918081,0.0007130383,0.0007814164,0.00008798437,0.0001051545,0.0004950202,0.0002390269,0.0003643112],"category_scores_gemma":[0.001052623,0.0004122158,0.0001182187,0.0001020545,0.002366376,0.007376935,0.0004159939,0.0008395071,0.00007761279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004648403,"about_ca_system_score_gemma":0.0000892632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006674138,"about_ca_topic_score_gemma":0.01040307,"domain_scores_codex":[0.9978549,0.00004029746,0.0006031775,0.0006711815,0.0002810966,0.0005493059],"domain_scores_gemma":[0.9981971,0.0009803021,0.0003197179,0.000309431,0.0001129746,0.00008050906],"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":[0.0001526359,0.00003282234,0.000373829,0.00003362352,0.00003247414,0.00006012338,0.006566094,4.531317e-7,0.00006352331,0.08098412,0.0002230854,0.9114772],"study_design_scores_gemma":[0.0003312762,0.0001163483,0.0001655497,0.001698086,0.00001050495,0.00000741161,0.02339342,0.000006153077,0.0002473577,0.01331717,0.9602299,0.0004768268],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006521891,0.008367207,0.00004828534,0.002102029,0.001403941,0.000615946,0.00007060949,0.0005137925,0.986226],"genre_scores_gemma":[0.1089982,0.3041263,0.001355919,0.0001867308,0.0002707171,0.0005504702,0.00002846689,0.00009774333,0.5843854],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9600068,"threshold_uncertainty_score":0.999833,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2411099392","doi":"10.4018/978-1-5225-0270-8.ch002","title":"The Knowledge Instinct, Cognitive Functions of Music and Cultural Evolution","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in multimedia and interactive technologies book series","topic":"Cognitive Science and Education Research","field":"Neuroscience","cited_by":0,"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":"Consciousness; Cognitive dissonance; Cognition; Cognitive science; Instinct; Psychology; Unification; Epistemology; Sociocultural evolution; Philosophy; Sociology; Computer science; Social psychology; Evolutionary biology; Biology; Neuroscience","authors":[{"name":"Leonid Perlovsky","is_ca":false},{"name":"Nobuo Masataka","is_ca":false},{"name":"Michel Cabanac","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03573355785504225,"gpt":0.3370176523275388,"spread":0.3012840944724965,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0001288762,0.000251118,0.0002612718,0.0003098015,0.0003445812,0.00004834044,0.000245008,0.0001594589,0.00006117285],"category_scores_gemma":[0.003303161,0.0001523939,0.00004375514,0.0001215888,0.00546772,0.002004104,0.0003740983,0.0004925578,0.00003603788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009645175,"about_ca_system_score_gemma":0.00009882596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003343347,"about_ca_topic_score_gemma":0.0002023823,"domain_scores_codex":[0.9986892,0.00004430691,0.0002961625,0.0005144715,0.0001839855,0.0002718246],"domain_scores_gemma":[0.9968749,0.002380979,0.0002380004,0.0001695909,0.0003017148,0.00003482553],"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":[0.0003783961,0.00004701985,0.0005301681,0.0000742206,0.0000201757,0.000006859561,0.001660812,1.145741e-7,0.008042581,0.06160122,0.0001946878,0.9274437],"study_design_scores_gemma":[0.001069443,0.001036378,0.001972771,0.002800704,0.00005182869,0.00009113173,0.04481519,0.0000826229,0.05563314,0.0658536,0.8257309,0.0008623408],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02318902,0.07027772,0.0003241093,0.002074593,0.00176368,0.001886603,0.0003616904,0.0003858235,0.8997368],"genre_scores_gemma":[0.6546363,0.0988531,0.00007959776,0.00004808102,0.00007416451,0.0002530979,0.000006667573,0.00002759392,0.2460215],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9265814,"threshold_uncertainty_score":0.9972388,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W189901339","doi":"10.4018/978-1-61692-831-5.ch016","title":"The 3rd Generation Partnership Project Packet-Switched Streaming (3GPP-PSS)","year":2011,"lang":"en","type":"book-chapter","venue":"Advances in multimedia and interactive technologies book series","topic":"IPv6, Mobility, Handover, Networks, Security","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Blackberry (Canada)","funders":"","keywords":"3rd Generation Partnership Project 2; UMTS frequency bands; Computer network; Interoperability; Computer science; Network packet; Standardization; Telecommunications; General Packet Radio Service; Mobile broadband; Quality of service; Broadband networks; GSM; Broadband; Wireless; Operating system; Telecommunications link","authors":[{"name":"Sasan Adibi","is_ca":true},{"name":"Nayef Mendahawi","is_ca":true},{"name":"Maiyuran Wijayanathan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01982724437731967,"gpt":0.2547826554036876,"spread":0.2349554110263679,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002173966,0.0007004638,0.000625136,0.0002485686,0.0001893912,0.0001049506,0.0004675913,0.0006728264,0.00002820208],"category_scores_gemma":[0.0002666083,0.0005578768,0.0001101416,0.00008111786,0.001004821,0.00190212,0.0002838954,0.001363224,0.00001736121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002868246,"about_ca_system_score_gemma":0.00004218852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001597162,"about_ca_topic_score_gemma":0.001540061,"domain_scores_codex":[0.9979663,0.00003884123,0.000608755,0.0006225667,0.0002244727,0.0005390871],"domain_scores_gemma":[0.9984275,0.0005095411,0.0002620608,0.0006500396,0.0001143362,0.00003654697],"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":[0.0006324092,0.00005517605,0.000379302,0.0004086711,0.000367227,0.00007413603,0.004707192,0.0001658823,0.0006976836,0.03686026,0.001993306,0.9536588],"study_design_scores_gemma":[0.000778283,0.0004677938,0.00007516312,0.0007626275,0.0001090651,0.00003418238,0.003787378,0.008254988,0.01317801,0.05967245,0.9113489,0.001531136],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.006198554,0.4091362,0.002858813,0.0005281981,0.008262208,0.006960117,0.0002399279,0.01022892,0.5555871],"genre_scores_gemma":[0.475,0.4845373,0.003523625,0.00007462893,0.0008004442,0.001391138,0.00022331,0.0003877986,0.03406173],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9521276,"threshold_uncertainty_score":0.9996873,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4241508185","doi":"10.4018/978-1-5225-7601-3.ch035","title":"The NetLab Network","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in multimedia and interactive technologies book series","topic":"Social Media and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"York University","funders":"","keywords":"Sensibility; Social capital; Social network (sociolinguistics); Perspective (graphical); Intersection (aeronautics); The Internet; Sociology; Public relations; Focus (optics); Social media; Political science; Computer science; Social science; World Wide Web; Geography; Artificial intelligence","authors":[{"name":"Dimitrina Dimitrova","is_ca":true},{"name":"Barry Wellman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01230301572313533,"gpt":0.3068689613358769,"spread":0.2945659456127416,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0002188754,0.0003464806,0.0004216724,0.0001030196,0.0008393363,0.0001127788,0.000577554,0.0006323604,0.0002107829],"category_scores_gemma":[0.001450451,0.0002685692,0.00008256819,0.00007914033,0.006837786,0.001135469,0.0002732038,0.0008214862,0.00007863906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002104475,"about_ca_system_score_gemma":0.0001470196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009325868,"about_ca_topic_score_gemma":0.00456085,"domain_scores_codex":[0.998246,0.00006559415,0.0003741987,0.0003880798,0.0002930803,0.000633034],"domain_scores_gemma":[0.9970981,0.002042818,0.000311619,0.0003139953,0.0001724227,0.00006100235],"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":[0.0001778148,0.0000122097,0.0009070312,0.00002734153,0.00008824938,0.00003125765,0.01534796,8.502074e-7,0.000004002855,0.5879075,0.01407379,0.381422],"study_design_scores_gemma":[0.00009019874,0.00009913394,0.00001096912,0.000194697,0.00001580145,0.00000161036,0.02569833,0.000003527233,0.000066263,0.1977223,0.7758513,0.0002458176],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.000261747,0.09945619,0.00002058186,0.004269854,0.004726425,0.0008579587,0.0000314565,0.0007111981,0.8896646],"genre_scores_gemma":[0.003970457,0.5764409,0.001336152,0.0003084522,0.001713166,0.000164241,0.00001333476,0.00006644281,0.4159869],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7617775,"threshold_uncertainty_score":0.9999766,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4238340072","doi":"10.4018/978-1-5225-7601-3.ch005","title":"Application of Gamification to Blended Learning in Higher Education","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in multimedia and interactive technologies book series","topic":"Educational Games and Gamification","field":"Psychology","cited_by":0,"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":"Blended learning; Curriculum; Game based learning; Inclusion (mineral); Computer science; Educational technology; Learning Management; Mathematics education; Multimedia; Psychology; Pedagogy","authors":[{"name":"Kamini Jaipal-Jamani","is_ca":true},{"name":"Candace Figg","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01668582085360628,"gpt":0.3284757421112959,"spread":0.3117899212576896,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001261801,0.0002763105,0.0003638045,0.0006964104,0.00003199779,0.00001299594,0.0002492576,0.0003852824,0.0005263365],"category_scores_gemma":[0.0001372457,0.0002862346,0.00003907943,0.0001379778,0.0003985388,0.0006411648,0.00008270948,0.0004782504,0.0001106297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001870758,"about_ca_system_score_gemma":0.00007812841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003252657,"about_ca_topic_score_gemma":0.00009379588,"domain_scores_codex":[0.998498,0.00003085958,0.0005551598,0.0005967423,0.0001323782,0.0001869098],"domain_scores_gemma":[0.9986304,0.0002256319,0.0005056329,0.000399188,0.0002119244,0.00002719794],"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":[0.000353618,0.0001790597,0.002855979,0.00009763153,0.0000351714,8.838806e-7,0.004294237,0.00001522935,0.0009283627,0.3018447,0.0005921224,0.688803],"study_design_scores_gemma":[0.0002182502,0.000289566,0.01792069,0.0004142086,0.00001705376,0.000004270698,0.006552229,0.00002948802,0.0008270403,0.03275615,0.9406331,0.0003379048],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005616617,0.0513554,0.001285936,0.008972431,0.003270688,0.003590198,0.00006271825,0.0006617797,0.9251842],"genre_scores_gemma":[0.3509766,0.01471719,0.006021226,0.0002119704,0.0002255466,0.001732736,0.0003170037,0.00009378208,0.625704],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.940041,"threshold_uncertainty_score":0.999959,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4246481122","doi":"10.4018/978-1-5225-5622-0.ch012","title":"Orders of Experience","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in multimedia and interactive technologies book series","topic":"Visual Culture and Art Theory","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 Toronto","funders":"","keywords":"Epitome; Panorama; Aesthetics; Art; Art history; Visual arts; Literature","authors":[{"name":"Aaron Rambhajan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01670957051063323,"gpt":0.2746442946736931,"spread":0.2579347241630599,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004824249,0.0003507559,0.000492575,0.0002338879,0.0001113564,0.00003734361,0.0002890325,0.000198423,0.002272896],"category_scores_gemma":[0.0001326212,0.0002777132,0.00007319279,0.00001431323,0.004494265,0.001891458,0.0002241927,0.0003790006,0.00004631583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000032345,"about_ca_system_score_gemma":0.00001686709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001003289,"about_ca_topic_score_gemma":0.0004462521,"domain_scores_codex":[0.9988906,0.00001030717,0.0003842702,0.0003733315,0.000134696,0.0002067945],"domain_scores_gemma":[0.9991119,0.0001521067,0.0003055928,0.0002544529,0.0001561224,0.00001981544],"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":[0.0002931041,0.00003839709,0.00002929335,0.0001417024,0.00007061186,0.00001946706,0.06455571,2.902356e-7,0.0001962112,0.873262,0.001494543,0.05989867],"study_design_scores_gemma":[0.0001475216,0.0003809507,0.000001202507,0.0004974413,0.00001424404,0.000004170759,0.03845519,0.000004287463,0.003952606,0.06067623,0.8955621,0.000304121],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001777113,0.02336762,0.00001385002,0.0001784533,0.0008908946,0.0003916698,0.00008284095,0.0003555752,0.972942],"genre_scores_gemma":[0.1289353,0.05446506,0.001022157,0.0002328123,0.0003671303,0.0001462843,0.00004707751,0.00009996507,0.8146842],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8940675,"threshold_uncertainty_score":0.9999675,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2478537820","doi":"10.4018/978-1-5225-0477-1.ch005","title":"Gamers (Don't) Fear the Reaper","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in multimedia and interactive technologies book series","topic":"Digital Games and Media","field":"Social Sciences","cited_by":0,"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":"Narrative; Intertextuality; Categorization; Popular music; Video game; Art; Aesthetics; Sociology; Literature; Multimedia; Computer science; Artificial intelligence","authors":[{"name":"Andréane Morin-Simard","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009708608789366293,"gpt":0.2840079567320193,"spread":0.274299347942653,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002044876,0.0003783206,0.0004469548,0.0001963447,0.0001477823,0.0000949011,0.0005785249,0.0004414264,0.0003151142],"category_scores_gemma":[0.0009696486,0.0002362357,0.0001071436,0.0000582358,0.004757944,0.002507366,0.0003063228,0.000645379,0.00008124763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001864056,"about_ca_system_score_gemma":0.0001057198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002331172,"about_ca_topic_score_gemma":0.001213272,"domain_scores_codex":[0.9983506,0.00003156668,0.0003281102,0.0005186395,0.0003214504,0.0004496377],"domain_scores_gemma":[0.9983539,0.0008220533,0.0002769986,0.0003779736,0.0001107378,0.00005835379],"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":[0.00007667692,0.000008819523,0.00007102826,0.00001425228,0.00003276568,0.00002207549,0.002948095,1.11786e-7,0.00001486932,0.1230025,0.0006439848,0.8731648],"study_design_scores_gemma":[0.00016812,0.000105698,0.00002362889,0.0004629921,0.00001592617,0.000004515075,0.01511876,8.539055e-7,0.000162961,0.02780459,0.9558052,0.0003266949],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003625482,0.02941941,0.00001329397,0.004863559,0.000840876,0.0005343758,0.00004387099,0.0003776212,0.9638707],"genre_scores_gemma":[0.003027374,0.2596892,0.0003241341,0.000226733,0.0001430369,0.00008425117,0.000005382446,0.00003867955,0.7364612],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9551613,"threshold_uncertainty_score":0.9979506,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}