{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"e1e7211d759d","filters":{"venue":"Journal of Customer Behaviour"}},"results":[{"id":"W2969974830","doi":"10.1362/147539219x15633616548489","title":"Changing customer behaviour: Changing retailer response? The potential for pop-up retailing","year":2019,"lang":"en","type":"article","venue":"Journal of Customer Behaviour","topic":"Consumer Retail Behavior Studies","field":"Business, Management and Accounting","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Trent University","funders":"","keywords":"Business; Marketing; Advertising","authors":[{"name":"Gary Warnaby","is_ca":true},{"name":"Charlotte Shi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02146444542239321,"gpt":0.2647746293460613,"spread":0.2433101839236681,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005143589,0.000506806,0.0003863673,0.0006599775,0.002221006,0.008447575,0.001347075,0.00250745,0.00637399],"category_scores_gemma":[0.01028701,0.0003247453,0.0005341781,0.0009821801,0.006712716,0.006712769,0.005564312,0.001872476,0.001214093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001053913,"about_ca_system_score_gemma":0.001636507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001250346,"about_ca_topic_score_gemma":0.001541778,"domain_scores_codex":[0.994518,0.003517162,0.0001012878,0.000470112,0.0007258492,0.0006676892],"domain_scores_gemma":[0.9948768,0.002123007,0.0005312999,0.0008611488,0.0007502282,0.0008574814],"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":[0.000763441,0.0007303772,0.0479704,0.0009748884,0.0001828232,0.001715512,0.08482549,0.006234496,0.007889142,0.3854012,0.0171236,0.4461887],"study_design_scores_gemma":[0.0001064126,0.001001556,0.05062817,0.001071585,0.0001560207,0.001858292,0.1511111,0.01548005,0.006460033,0.4256478,0.3461429,0.0003360618],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5351641,0.002756076,0.04866568,0.05580841,0.0005563615,0.0002795432,0.0001193439,0.0005331702,0.3561172],"genre_scores_gemma":[0.9848461,0.0005079728,0.00703588,0.003918971,0.00008853226,0.00007239174,0.00002506797,0.00006046745,0.003444624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008447575,"threshold_uncertainty_score":0.02720219,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399594304","doi":"10.1362/147539224x17149185610055","title":"Simplifying Complexity to Reveal the Profound","year":2024,"lang":"en","type":"article","venue":"Journal of Customer Behaviour","topic":"Complex Systems and Decision Making","field":"Decision 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":"Memorial University of Newfoundland","funders":"","keywords":"Computer science; Psychology","authors":[{"name":"Beth Leavenworth DuFault","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2939276221957687,"gpt":0.4713345819491552,"spread":0.1774069597533866,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003108589,0.001070481,0.0008619549,0.001567748,0.001734028,0.005205026,0.001322607,0.001702272,0.0134057],"category_scores_gemma":[0.02747943,0.0007387488,0.0009707998,0.001055612,0.008589033,0.01597893,0.004679079,0.004649649,0.001997972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001154477,"about_ca_system_score_gemma":0.002028968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002454766,"about_ca_topic_score_gemma":0.002078469,"domain_scores_codex":[0.99779,0.0009003064,0.0001014639,0.0004141056,0.0006184297,0.0001758004],"domain_scores_gemma":[0.9822858,0.009777089,0.0008914651,0.00570546,0.0008858902,0.0004543121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007975399,0.00004194044,0.002017305,0.0001630677,0.00005177426,0.0001169264,0.0008888736,0.007721667,0.001973248,0.9597279,0.003400148,0.02381738],"study_design_scores_gemma":[0.00001190246,0.00002842437,0.0006650719,0.00005261162,0.00002325225,0.00008473721,0.0002475609,0.01503044,0.0007940437,0.9732243,0.009812502,0.00002514592],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08679392,0.002869506,0.7909192,0.0268243,0.001373176,0.0001054949,0.0005627486,0.0007678205,0.0897838],"genre_scores_gemma":[0.8764405,0.002086632,0.1088419,0.00256198,0.0006863194,0.0001317472,0.0002997942,0.0003003402,0.008650696],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0134057,"threshold_uncertainty_score":0.04484659,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392138066","doi":"10.1362/147539223x16945106186322","title":"Taking It To The Streets: The Making Of A Consumer Ethnographer","year":2023,"lang":"en","type":"article","venue":"Journal of Customer Behaviour","topic":"Consumer Behavior in Brand Consumption and Identification","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Ethnography; Advertising; Sociology; Business; Anthropology","authors":[{"name":"John W. Schouten","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07071247726469948,"gpt":0.3249818986719766,"spread":0.2542694214072772,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0159786,0.0006242646,0.000580871,0.003186383,0.01599916,0.01000284,0.001933492,0.004135317,0.0049266],"category_scores_gemma":[0.02881753,0.0009623463,0.0003351053,0.002141962,0.01504054,0.01246549,0.007663698,0.005989336,0.000775599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002419999,"about_ca_system_score_gemma":0.004353357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01359705,"about_ca_topic_score_gemma":0.0459617,"domain_scores_codex":[0.9849035,0.01283391,0.0002631242,0.0004914425,0.0005121381,0.0009958921],"domain_scores_gemma":[0.9763497,0.01824977,0.0005888528,0.001184658,0.001988439,0.001638697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003048691,0.00007767981,0.002719718,0.00006672258,0.000004182234,0.0009712686,0.9780108,0.00002336224,0.0009638714,0.002971776,0.003544565,0.01061553],"study_design_scores_gemma":[0.000005101699,0.00003689049,0.001462186,0.0001981526,0.000006950569,0.000292297,0.9731112,0.00005853415,0.0001852152,0.001306392,0.02332109,0.00001585714],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8488526,0.004050361,0.01152358,0.06960151,0.0012529,0.001046647,0.000407228,0.00009042427,0.06317458],"genre_scores_gemma":[0.9615338,0.003836493,0.008928666,0.01265297,0.0004961785,0.0008438058,0.0001238047,0.0001370794,0.01144715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01599916,"threshold_uncertainty_score":0.08450395,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402711510","doi":"10.1362/147539224x17149185610208","title":"Life of Pie Charts","year":2024,"lang":"en","type":"article","venue":"Journal of Customer Behaviour","topic":"Fashion and Cultural Textiles","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Pie chart; Psychology; Computer science; Statistics; Mathematics","authors":[{"name":"Annamma Joy","is_ca":true},{"name":"Jan Mattel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04200863619017214,"gpt":0.2665656498919565,"spread":0.2245570137017843,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002530752,0.0008026146,0.0003507478,0.003809022,0.004071336,0.01372032,0.001145462,0.001319118,0.06695738],"category_scores_gemma":[0.01910369,0.0004442761,0.0004886038,0.004313979,0.005078011,0.009692343,0.003625215,0.00255528,0.01322638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002080242,"about_ca_system_score_gemma":0.001800934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005885341,"about_ca_topic_score_gemma":0.003957504,"domain_scores_codex":[0.997244,0.001163978,0.0001300929,0.0003724181,0.0008122507,0.0002773373],"domain_scores_gemma":[0.9946602,0.001319313,0.0002590924,0.001088392,0.001781005,0.0008920617],"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":[0.00006543905,0.00003433795,0.0009334518,0.00005957703,0.00001168021,0.0001954503,0.004967949,0.0009786662,0.00036183,0.8166157,0.09449897,0.08127695],"study_design_scores_gemma":[0.000007961735,0.00002734051,0.0004993396,0.0001171673,0.000005443253,0.0001430153,0.003821986,0.001204257,0.0002927875,0.1612284,0.8326154,0.00003676501],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0207975,0.003701822,0.1063125,0.0212387,0.004257209,0.000236711,0.003920819,0.003417591,0.836117],"genre_scores_gemma":[0.4584206,0.004593181,0.09871008,0.002969638,0.001561634,0.00049005,0.005354907,0.002678097,0.4252218],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06695738,"threshold_uncertainty_score":0.2239948,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406685934","doi":"10.1362/147539224x17344318740957","title":"A Bricoleur Theatre","year":2024,"lang":"fr","type":"article","venue":"Journal of Customer Behaviour","topic":"African history and culture studies","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":"Memorial University of Newfoundland","funders":"","keywords":"Computer science","authors":[{"name":"Deepesh Paudel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02374336070708027,"gpt":0.3077575498175433,"spread":0.284014189110463,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001200342,0.0003228456,0.0001924472,0.0006465061,0.01934515,0.004508731,0.0008167218,0.001813498,0.02280153],"category_scores_gemma":[0.002366754,0.0002438338,0.0001786002,0.0006647678,0.004905236,0.002657664,0.003433542,0.003438364,0.002428317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002106716,"about_ca_system_score_gemma":0.00189193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01855322,"about_ca_topic_score_gemma":0.05756349,"domain_scores_codex":[0.9989353,0.0005858681,0.00001364822,0.00007100135,0.0001299278,0.0002642678],"domain_scores_gemma":[0.9983778,0.0004369772,0.00007866643,0.0001271122,0.0001871705,0.0007922534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004548119,0.0003501236,0.00536816,0.0001788146,0.00001712562,0.005310317,0.6596491,0.0001271353,0.004985454,0.1265518,0.1330869,0.06392025],"study_design_scores_gemma":[0.00001409037,0.0002186575,0.006284716,0.0001379566,0.00000668528,0.001540797,0.4312244,0.0001719603,0.0006878785,0.003380704,0.5562927,0.0000395339],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5084072,0.001123854,0.001822294,0.02553596,0.002009391,0.00008865068,0.0001064103,0.000127032,0.4607792],"genre_scores_gemma":[0.8423491,0.0003591419,0.0007599106,0.001604369,0.0001835126,0.00001844953,0.00003232737,0.000102225,0.1545909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02280153,"threshold_uncertainty_score":0.07627869,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7084621102","doi":"10.1362/147539225x17573317988832","title":"<i>Logarithm</i>: A Cinematic Exploration of Time","year":2025,"lang":"he","type":"article","venue":"Journal of Customer Behaviour","topic":"earthquake and tectonic studies","field":"Earth and Planetary 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":"University of British Columbia","funders":"","keywords":"","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02268427913869221,"gpt":0.2639489058978663,"spread":0.2412646267591742,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003770755,0.0005099995,0.0001120804,0.001299481,0.001160218,0.003876589,0.0005908585,0.000595958,0.02920347],"category_scores_gemma":[0.002204987,0.0001091052,0.000169154,0.001151586,0.001910702,0.003994345,0.0007295113,0.001621429,0.001869732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000811047,"about_ca_system_score_gemma":0.0003883451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004964296,"about_ca_topic_score_gemma":0.008859158,"domain_scores_codex":[0.9999003,0.00004569044,0.000003084418,0.00001113887,0.00002482285,0.00001496924],"domain_scores_gemma":[0.9992064,0.0004887238,0.00004289965,0.00004673543,0.0001053604,0.0001098587],"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":[0.0001131458,0.00002686298,0.0009032474,0.0002289245,0.00001063566,0.0003133234,0.02193037,0.0003175778,0.002680893,0.3511855,0.5749261,0.04736347],"study_design_scores_gemma":[0.00000746499,0.00001817368,0.002278098,0.0001370948,0.000006869408,0.0002562278,0.007108367,0.0009917977,0.0005328284,0.02317857,0.9654683,0.00001611552],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0247025,0.008398946,0.02026043,0.07294878,0.009702207,0.00006039611,0.001847672,0.0009533028,0.8611257],"genre_scores_gemma":[0.6949357,0.007066831,0.01955692,0.009317131,0.01774447,0.0001018406,0.0009572462,0.001373457,0.2489464],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02920347,"threshold_uncertainty_score":0.09769535,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}