{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":12,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":12,"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":"bdf797eb8394","filters":{"venue":"Marketing Education Review"}},"results":[{"id":"W4206009379","doi":"10.1080/10528008.2021.2021374","title":"APPLICATION OF PYTHON IN MARKETING EDUCATION: A BIG DATA ANALYTICS PERSPECTIVE","year":2022,"lang":"en","type":"article","venue":"Marketing Education Review","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Conestoga College; Western University","funders":"","keywords":"Python (programming language); Perspective (graphical); Analytics; Big data; Data science; Marketing; Computer science; Business; Data mining; Artificial intelligence","authors":[{"name":"Aria Teimourzadeh","is_ca":true},{"name":"Samaneh Kakavand","is_ca":true},{"name":"Benjamin Kakavand","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04248057703187295,"gpt":0.3064480993629446,"spread":0.2639675223310717,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006215452,0.0004031159,0.0003921784,0.001556428,0.0005119657,0.002587443,0.001813624,0.0006901838,0.003677932],"category_scores_gemma":[0.01816859,0.0003129131,0.0005642655,0.002998216,0.002085941,0.003141902,0.002163357,0.002199756,0.000970692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001101813,"about_ca_system_score_gemma":0.005708437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002277422,"about_ca_topic_score_gemma":0.002704636,"domain_scores_codex":[0.9963704,0.002153324,0.0002286383,0.0002235731,0.0008157011,0.0002082246],"domain_scores_gemma":[0.986112,0.01045042,0.0009339565,0.000747125,0.001122921,0.0006336617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001485941,0.0005215943,0.008790394,0.009077072,0.00009930706,0.0004189314,0.002774274,0.005324992,0.00358916,0.1670876,0.04721042,0.7549577],"study_design_scores_gemma":[0.00009948055,0.0005379507,0.0196531,0.008686014,0.0001083025,0.001375112,0.002422321,0.01455929,0.007859038,0.1201391,0.8244611,0.00009918916],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08850318,0.07517447,0.5371466,0.09717875,0.001937342,0.001232391,0.00182503,0.01004031,0.186962],"genre_scores_gemma":[0.3417628,0.05988171,0.5616182,0.01615025,0.0009676726,0.001660021,0.001029436,0.001178719,0.01575113],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006215452,"threshold_uncertainty_score":0.03287083,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2024481532","doi":"10.2753/mer1052-8008210102","title":"The Agony and the Ecstasy: Teaching Marketing Metrics to Undergraduate Business Students","year":2011,"lang":"en","type":"article","venue":"Marketing Education Review","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Experiential learning; Class (philosophy); Sample (material); Computer science; Ecstasy; Mathematics education; Business education; Psychology; Marketing; Higher education; Artificial intelligence; Business","authors":[{"name":"Jane Lee Saber","is_ca":true},{"name":"Mary K. Foster","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01989425884488173,"gpt":0.2762733437495408,"spread":0.2563790849046591,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004182889,0.0003639037,0.0002878875,0.0007590431,0.001260602,0.002580802,0.0007804196,0.000965381,0.003173227],"category_scores_gemma":[0.01445811,0.0003080357,0.000195338,0.0005315558,0.00103409,0.002220743,0.001954578,0.001836411,0.0007699559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001611337,"about_ca_system_score_gemma":0.004383541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008739846,"about_ca_topic_score_gemma":0.00347107,"domain_scores_codex":[0.998283,0.000783489,0.0000897756,0.000138719,0.0005026127,0.0002025441],"domain_scores_gemma":[0.9933015,0.00270574,0.0005983259,0.0003288366,0.0008201491,0.002245475],"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":[0.000166094,0.003352286,0.01148355,0.0005399153,0.00001555577,0.000525207,0.01252227,0.0005578212,0.009984863,0.02160423,0.06815475,0.8710935],"study_design_scores_gemma":[0.0003523384,0.006767765,0.06975605,0.002316904,0.0001011869,0.003535884,0.02812414,0.00656535,0.02234101,0.08123973,0.7787211,0.000178608],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6742288,0.01029924,0.07429594,0.115218,0.006119796,0.001502976,0.00008066514,0.001074268,0.1171804],"genre_scores_gemma":[0.7947534,0.01158059,0.1228569,0.01505605,0.001689394,0.0008687421,0.0001376933,0.0002183791,0.05283878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004182889,"threshold_uncertainty_score":0.02212149,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2179274374","doi":"10.2753/mer1052-8008200207","title":"From Classroom to Boardroom: How International Marketing Students Earn Their Way to Experiential Learning Opportunities, and the Case of the \"Beyond Borders of a Classroom\" Program","year":2010,"lang":"en","type":"article","venue":"Marketing Education Review","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"","keywords":"Internship; Experiential learning; Competition (biology); General partnership; Class (philosophy); Marketing; Psychology; Medical education; Pedagogy; Public relations; Sociology; Political science; Business; Computer science","authors":[{"name":"Sylvain Charlebois","is_ca":true},{"name":"Rob Giberson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01520677150974093,"gpt":0.2932053729242748,"spread":0.2779986014145339,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004583718,0.0001936547,0.0002511504,0.000676782,0.002363488,0.006045255,0.001127291,0.001600625,0.006087808],"category_scores_gemma":[0.007224674,0.0001199675,0.0001928732,0.0009183856,0.00224798,0.005383763,0.00267039,0.001640146,0.001088249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001859686,"about_ca_system_score_gemma":0.003600919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003552546,"about_ca_topic_score_gemma":0.01068141,"domain_scores_codex":[0.9962044,0.002738881,0.00006903835,0.0001995541,0.000424468,0.0003637155],"domain_scores_gemma":[0.9966488,0.001616987,0.0002904289,0.0001696455,0.0005585456,0.0007156468],"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":[0.00008566436,0.0009559476,0.003783982,0.001033226,0.00001795323,0.0009502276,0.03639399,0.0001540541,0.000876748,0.05132429,0.07653279,0.8278911],"study_design_scores_gemma":[0.00005330822,0.0004894481,0.01248175,0.001410068,0.00002894972,0.001218317,0.08144833,0.0001451209,0.0009732927,0.009651188,0.8920674,0.00003276272],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2803325,0.1234928,0.007786612,0.09411855,0.00284565,0.0003118994,0.00007030648,0.0001960463,0.4908456],"genre_scores_gemma":[0.8542297,0.0402149,0.004268432,0.01095661,0.0004763305,0.0002797389,0.0000672704,0.00008532256,0.08942167],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006087808,"threshold_uncertainty_score":0.02424133,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4394621676","doi":"10.1080/10528008.2024.2337926","title":"UNLOCKING STUDENT CREATIVITY WITH LEGO® SERIOUS PLAY: A CASE STUDY FROM THE GRADUATE MARKETING CLASSROOM","year":2024,"lang":"en","type":"article","venue":"Marketing Education Review","topic":"Educational Games and Gamification","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Creativity; Experiential learning; Psychology; Teamwork; Facilitation; Pedagogy; Marketing; Medical education; Business; Management; Social psychology","authors":[{"name":"Caitlin Ferreira","is_ca":false},{"name":"Jeandri Robertson","is_ca":false},{"name":"Leyland Pitt","is_ca":true},{"name":"Sarah Lord Ferguson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05214432211288932,"gpt":0.39707242991751,"spread":0.3449281078046207,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004732855,0.000747838,0.000980706,0.001498182,0.004377379,0.004017783,0.00248254,0.003311917,0.002184622],"category_scores_gemma":[0.006637031,0.0004727821,0.000813116,0.0009979174,0.004135863,0.002124349,0.0050343,0.003729073,0.0006349385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002172664,"about_ca_system_score_gemma":0.002753469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002055814,"about_ca_topic_score_gemma":0.01350998,"domain_scores_codex":[0.9956062,0.002407727,0.0001382096,0.0002889769,0.0007718622,0.0007869844],"domain_scores_gemma":[0.9953689,0.002732589,0.000292291,0.0001719751,0.0002913962,0.001142827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000328861,0.01566519,0.02199896,0.002463174,0.0001031184,0.03609996,0.621595,0.0007167985,0.004433146,0.01025436,0.009869732,0.2764716],"study_design_scores_gemma":[0.0003722317,0.004787944,0.02735464,0.002858783,0.0001319227,0.02697615,0.77771,0.001809875,0.00597727,0.005291065,0.1465468,0.0001833076],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814533,0.002432266,0.002956556,0.002764104,0.0001402444,0.0003921225,0.00003447541,0.00003512974,0.009791762],"genre_scores_gemma":[0.9767998,0.005523359,0.00774516,0.001276622,0.00009090873,0.0003597935,0.00004487537,0.00004266878,0.008116877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004732855,"threshold_uncertainty_score":0.02503008,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2001774645","doi":"10.2753/mer1052-8008200112","title":"Summarize, Synthesize, and Space: The Relative Effects of Organization, Repetition, and Spacing on Student Performance","year":2010,"lang":"en","type":"article","venue":"Marketing Education Review","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Repetition (rhetorical device); Task (project management); Control (management); Space (punctuation); Mathematics education; Computer science; Psychology; Artificial intelligence; Management","authors":[{"name":"Jane Lee Saber","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003404410984130054,"gpt":0.2195529724041965,"spread":0.2161485614200664,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005201294,0.0004132184,0.0005546414,0.0003465165,0.0002079826,0.001064439,0.0005409809,0.0006632544,0.002414642],"category_scores_gemma":[0.06049087,0.0003376485,0.0002485368,0.0002886851,0.0002696652,0.0008599116,0.0005518976,0.0004230548,0.0004942926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002593019,"about_ca_system_score_gemma":0.0005178146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000338412,"about_ca_topic_score_gemma":0.0007273181,"domain_scores_codex":[0.9952021,0.002916411,0.0003525176,0.0005174833,0.0009010793,0.0001105218],"domain_scores_gemma":[0.9200535,0.06693873,0.008070032,0.001371123,0.001690091,0.00187657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.03749717,0.006841975,0.07120796,0.002082799,0.0006003401,0.0001783918,0.003387007,0.003363632,0.1441681,0.000437093,0.001260478,0.7289749],"study_design_scores_gemma":[0.00506231,0.1777034,0.6649172,0.0004101716,0.001931225,0.00089413,0.00350458,0.01500934,0.119309,0.002023377,0.008942839,0.0002925049],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962618,0.0006281039,0.001701359,0.00007508295,0.00003080949,0.0001016064,0.00002695189,0.00006300234,0.001111296],"genre_scores_gemma":[0.9922809,0.0006073397,0.005046501,0.00007957596,0.00006205923,0.0001956483,0.00008723439,0.00003198962,0.001608654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005201294,"threshold_uncertainty_score":0.02750742,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4321107058","doi":"10.1080/10528008.2022.2159443","title":"CULTIVATING CREATIVITY: ENHANCING CREATIVE CAPACITY THROUGH ONLINE MICROLEARNING","year":2023,"lang":"en","type":"article","venue":"Marketing Education Review","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Mount Royal University","funders":"","keywords":"Creativity; Set (abstract data type); Creative brief; Psychology; Mathematics education; Pedagogy; Knowledge management; Computer science","authors":[{"name":"AnneMarie Dorland","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03960676920217965,"gpt":0.3086589247805741,"spread":0.2690521555783944,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001334598,0.0001710314,0.000173986,0.0007220354,0.0002436843,0.001297229,0.0005852648,0.0002954454,0.004919503],"category_scores_gemma":[0.002833498,0.00007024047,0.0003241978,0.000385302,0.0006292516,0.001770426,0.001549943,0.0006997995,0.0005541666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003167104,"about_ca_system_score_gemma":0.0009479016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003060192,"about_ca_topic_score_gemma":0.001151755,"domain_scores_codex":[0.9994985,0.000212874,0.00002607243,0.00004326939,0.0001458659,0.0000734652],"domain_scores_gemma":[0.9980754,0.001303624,0.0002048251,0.0001078515,0.0001137012,0.0001945286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00007360403,0.000518673,0.001631212,0.001289092,0.00001483435,0.00009672604,0.001294557,0.0002296215,0.005525694,0.004177605,0.002018229,0.9831302],"study_design_scores_gemma":[0.0003974296,0.006408483,0.1206158,0.01005911,0.0002383596,0.004748571,0.01264474,0.004040977,0.05547421,0.04536352,0.7398679,0.0001408655],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6957766,0.05831008,0.06745654,0.007721149,0.0009207519,0.0007427789,0.00009298972,0.0006031291,0.168376],"genre_scores_gemma":[0.876039,0.0418337,0.05699713,0.001822469,0.0005267092,0.0004896406,0.00009469411,0.0000606155,0.02213591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004919503,"threshold_uncertainty_score":0.01645738,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392146686","doi":"10.1080/10528008.2024.2319471","title":"PEOPLE MATTER IN MARKETING EDUCATION","year":2024,"lang":"en","type":"article","venue":"Marketing Education Review","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Marketing; Business; Psychology; Advertising; Public relations; Political science","authors":[{"name":"Seung Hwan Lee","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007830184913084093,"gpt":0.2643146815366275,"spread":0.2564844966235434,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01290081,0.000314476,0.0009004342,0.003069991,0.003432558,0.008268899,0.00070045,0.006354381,0.01965774],"category_scores_gemma":[0.02268217,0.0003447518,0.000576345,0.003354087,0.009364318,0.01072091,0.00347812,0.006705185,0.001978912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005641277,"about_ca_system_score_gemma":0.008138569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01436695,"about_ca_topic_score_gemma":0.03772937,"domain_scores_codex":[0.9905583,0.004194741,0.0004000854,0.0006377057,0.002935292,0.001273919],"domain_scores_gemma":[0.9727556,0.01894609,0.00178196,0.0005726826,0.002649452,0.003294235],"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":[0.0002474241,0.0003985313,0.01766977,0.0024303,0.0002778487,0.0002678052,0.008078911,0.000286521,0.0002166608,0.2475499,0.3326912,0.3898851],"study_design_scores_gemma":[0.0001203802,0.0001383386,0.03207576,0.00500748,0.0002294366,0.0001190903,0.008617235,0.00008076574,0.0002152279,0.1028051,0.8505511,0.00004001406],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0202994,0.2976058,0.0006992833,0.5144917,0.01520712,0.00004458086,0.0001347022,0.00003403203,0.1514834],"genre_scores_gemma":[0.4127403,0.14099,0.0003707824,0.3718868,0.019385,0.00007233254,0.0001027122,0.00007597508,0.05437615],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01965774,"threshold_uncertainty_score":0.06822681,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385350990","doi":"10.1080/10528008.2023.2238495","title":"EDITORIAL: ANALYTICS FOR ANALYTICS","year":2023,"lang":"en","type":"editorial","venue":"Marketing Education Review","topic":"History and advancements in chemistry","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Analytics; Computer science; Data science","authors":[{"name":"Seung Hwan Lee","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02084605861195358,"gpt":0.3486888505177298,"spread":0.3278427919057762,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007888748,0.003784032,0.003150371,0.006149759,0.004443006,0.01321541,0.003712431,0.01003638,0.03524717],"category_scores_gemma":[0.03696036,0.00116709,0.002880472,0.002522773,0.002697397,0.006000643,0.002125767,0.01775581,0.03013253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003182132,"about_ca_system_score_gemma":0.006234392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001798604,"about_ca_topic_score_gemma":0.005089689,"domain_scores_codex":[0.99049,0.001247827,0.000857803,0.001154113,0.005643918,0.0006063777],"domain_scores_gemma":[0.9638946,0.01339133,0.002005333,0.001289067,0.01455368,0.004865968],"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":[0.00001464184,0.000006227656,0.00001519777,0.00007665786,0.000006924948,0.00002727799,0.00000529095,0.00001139137,0.00002445361,0.0002005573,0.9972275,0.002383803],"study_design_scores_gemma":[0.00005171678,0.00002075705,0.0001521423,0.0003776914,0.00002520396,0.0001091943,0.00003023618,0.0001250429,0.00008440251,0.00123527,0.9977747,0.00001378954],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002246829,0.00247977,0.0001536199,0.0263692,0.9685438,0.00003146236,0.0001375392,0.0001259334,0.002136134],"genre_scores_gemma":[0.0003315067,0.003320629,0.0001555497,0.02195925,0.9595782,0.00004031928,0.0001132299,0.0001087552,0.01439246],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03524717,"threshold_uncertainty_score":0.1179135,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387783182","doi":"10.1080/10528008.2023.2260588","title":"EDITORIAL: ENHANCING MARKETING EDUCATION AND STUDENT EXPERIENCES","year":2023,"lang":"en","type":"editorial","venue":"Marketing Education Review","topic":"Higher Education Governance 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":"Toronto Metropolitan University","funders":"","keywords":"Marketing; Psychology; Business; Public relations; Political science","authors":[{"name":"Seung Hwan Lee","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009747025122157688,"gpt":0.3733725042480627,"spread":0.363625479125905,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008273769,0.005153312,0.004096706,0.004210203,0.004507697,0.008765968,0.004756938,0.02045976,0.01866315],"category_scores_gemma":[0.03017531,0.001096723,0.003462002,0.001886348,0.002665684,0.005316178,0.0017703,0.02218237,0.01377452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004238436,"about_ca_system_score_gemma":0.005741617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002658493,"about_ca_topic_score_gemma":0.007424559,"domain_scores_codex":[0.9932467,0.001262543,0.0006900878,0.0007041134,0.003657937,0.0004386569],"domain_scores_gemma":[0.9748856,0.01128859,0.001142328,0.0005218691,0.009145137,0.003016495],"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":[0.00002098993,0.000009260753,0.000009165336,0.000171124,0.000009781305,0.00004444793,0.00000848493,0.00001098859,0.00002750932,0.0001531005,0.9972633,0.002271861],"study_design_scores_gemma":[0.00009015605,0.00004104559,0.0002916294,0.0009324039,0.00006753136,0.0002060996,0.00006043562,0.0001243452,0.0001105221,0.0008721657,0.9971833,0.00002051205],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002329417,0.003610777,0.00005648849,0.02878799,0.9661974,0.00002771117,0.00004324502,0.00003859067,0.001214555],"genre_scores_gemma":[0.0003673189,0.004760439,0.00007588179,0.0271506,0.9597099,0.00004098555,0.00003009941,0.00003150164,0.00783336],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02045976,"threshold_uncertainty_score":0.06243443,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4286500648","doi":"10.1080/10528008.2022.2104478","title":"EDITORIAL: COMPETITION AND INTERNATIONALIZATION","year":2022,"lang":"en","type":"editorial","venue":"Marketing Education Review","topic":"Globalization and Cultural Identity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Competition (biology); Internationalization; Industrial organization; Business; Marketing; International trade","authors":[{"name":"Seung Hwan Lee","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01022909475136472,"gpt":0.3462359280474517,"spread":0.3360068332960869,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01230968,0.005986944,0.007187078,0.01067451,0.006224418,0.01385748,0.006195127,0.03702535,0.02716338],"category_scores_gemma":[0.04082715,0.001951845,0.004371936,0.004340554,0.003827119,0.006387207,0.003572844,0.02190074,0.0149762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006755739,"about_ca_system_score_gemma":0.008479304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005118049,"about_ca_topic_score_gemma":0.01533864,"domain_scores_codex":[0.9903931,0.002055645,0.001101635,0.001028784,0.00469328,0.0007275266],"domain_scores_gemma":[0.9633098,0.01456523,0.003090245,0.0008859056,0.01262387,0.005524947],"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":[0.00002065216,0.000009493295,0.00001078152,0.0001928862,0.00001479176,0.00004579029,0.000007954762,0.000009738322,0.00001785037,0.0001030276,0.9974126,0.002154389],"study_design_scores_gemma":[0.0001764015,0.00003387328,0.0003225521,0.001639517,0.0001426049,0.0001852368,0.00007424083,0.000129378,0.00005995899,0.001315633,0.9958922,0.00002842485],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001724212,0.009160201,0.0000459007,0.03244705,0.9569861,0.00002432401,0.00004575761,0.00002590876,0.001247608],"genre_scores_gemma":[0.0002598452,0.00539952,0.00004523724,0.02296898,0.9654812,0.00003557871,0.00003060966,0.00002739602,0.005751608],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03702535,"threshold_uncertainty_score":0.09087056,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402162235","doi":"10.1080/10528008.2024.2379626","title":"Editorial: Equipping Students for Success","year":2024,"lang":"en","type":"editorial","venue":"Marketing Education Review","topic":"Education Systems and Policy","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":"Toronto Metropolitan University","funders":"","keywords":"Psychology; Mathematics education; Marketing; Computer science; Business","authors":[{"name":"Seung Hwan Lee","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02909293941173165,"gpt":0.4669138205866653,"spread":0.4378208811749336,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01029313,0.00520117,0.005278253,0.004176497,0.005144914,0.009234723,0.005295044,0.02572122,0.02451924],"category_scores_gemma":[0.03756225,0.001600071,0.003117316,0.002269733,0.003351658,0.005976139,0.001891766,0.02634626,0.02734771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00413343,"about_ca_system_score_gemma":0.00708215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003672363,"about_ca_topic_score_gemma":0.0114091,"domain_scores_codex":[0.991434,0.001512375,0.0008347523,0.0009575919,0.004713172,0.0005481119],"domain_scores_gemma":[0.973271,0.01065867,0.001355584,0.0007577951,0.01000802,0.00394895],"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":[0.00001434135,0.00000875128,0.000009142819,0.0001077114,0.000007250521,0.00003487975,0.00000485122,0.00001016361,0.00001785733,0.0001093485,0.9976465,0.002029066],"study_design_scores_gemma":[0.0001061395,0.00003487655,0.0002543869,0.0005918072,0.00004515523,0.0001447523,0.00003581555,0.0001236719,0.00007694477,0.0008150369,0.997749,0.00002236806],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002704532,0.003666135,0.00007882899,0.04272176,0.9508467,0.00005323602,0.00008992506,0.00008825061,0.002428102],"genre_scores_gemma":[0.000411479,0.004076466,0.0001147161,0.05027077,0.9300749,0.0000799214,0.00005847928,0.00005603056,0.01485724],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02572122,"threshold_uncertainty_score":0.08202499,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4283016918","doi":"10.1080/10528008.2022.2089380","title":"EDITORIAL: PUSH FOR DIGITAL","year":2022,"lang":"en","type":"editorial","venue":"Marketing Education Review","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Business; Marketing; Psychology","authors":[{"name":"Seung Hwan Lee","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01370664698557573,"gpt":0.3683068837047757,"spread":0.3546002367192,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01556509,0.005422266,0.006312884,0.008008807,0.006520185,0.01551592,0.005799487,0.0412187,0.03877229],"category_scores_gemma":[0.04955138,0.002004022,0.004482244,0.00331467,0.004011274,0.006613998,0.004330378,0.02476113,0.02412917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005958526,"about_ca_system_score_gemma":0.008368214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003235754,"about_ca_topic_score_gemma":0.009802765,"domain_scores_codex":[0.9869477,0.002354571,0.001324385,0.001402386,0.006878324,0.001092561],"domain_scores_gemma":[0.960862,0.01403109,0.003282096,0.001357431,0.01275409,0.007713242],"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":[0.00001951279,0.000006817043,0.000009584654,0.0001281421,0.0000134049,0.00004742194,0.000007567796,0.00000703228,0.0000228675,0.0001097414,0.9978168,0.00181104],"study_design_scores_gemma":[0.0001557947,0.00003021262,0.0002306908,0.0007779426,0.00009444429,0.0001327919,0.00005975262,0.00009244038,0.00007374974,0.001125999,0.9972025,0.00002369455],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002581103,0.00493357,0.00005820818,0.04961305,0.9430092,0.0000451645,0.00007156725,0.00004769794,0.002195785],"genre_scores_gemma":[0.0003543886,0.003674799,0.0000759868,0.04372399,0.9415209,0.00006104296,0.00004428147,0.00004627832,0.01049825],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0412187,"threshold_uncertainty_score":0.1297062,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}