{"meta":{"query_hash":"75660925d6d5","filters":{"venue":"Direct Marketing An International Journal"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/75660925d6d5","api":"https://metacan.xera.ac/api/v1/cohort?venue=Direct+Marketing+An+International+Journal"},"results":[{"id":"W1966294475","doi":"10.1108/17505930710779324","title":"Multi‐channel communication and consumer choice in the household furniture buying process","year":2007,"lang":"en","type":"article","venue":"Direct Marketing An International Journal","topic":"Consumer Behavior in Brand Consumption and Identification","field":"Business, Management and Accounting","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval; FPInnovations","funders":"","keywords":"Business; Marketing; Channel (broadcasting); Consumption (sociology); Advertising; Originality; Sample (material); Process (computing); Marketing channel; Psychology; Telecommunications; Computer science","score_opus":0.0472638316926344,"score_gpt":0.31433487883570105,"score_spread":0.2670710471430666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1966294475","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9964559,0.00030234197,0.00011821931,0.00079741486,0.0005230557,0.00013036426,0.000002900026,0.000054966942,0.0016148386],"genre_scores_gemma":[0.9982281,0.00016161216,0.00012651198,0.00089644187,0.00045343416,0.000010927401,0.000032221495,0.000015809908,0.00007495119],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99877584,0.00010189379,0.00037064546,0.00018120251,0.00038885136,0.0001815951],"domain_scores_gemma":[0.99887425,0.00028523165,0.0003095622,0.00017151273,0.00034062198,0.000018835986],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0043995986,0.00012266969,0.000097573124,0.0003820371,0.00036531404,0.0010780899,0.0005543492,0.00005671243,0.00006296517],"category_scores_gemma":[0.0006118824,0.000100890225,0.000043001357,0.0002006463,0.00006387955,0.0012405044,0.000060992617,0.00038976947,0.000008395466],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027591613,0.00034668454,0.8326344,0.000042807213,0.000048457292,0.0000347708,0.000911234,0.00006601629,0.0006585415,0.00010191816,0.0005974917,0.16428176],"study_design_scores_gemma":[0.0007352283,0.0000010784643,0.98541886,0.000135675,0.000028283235,0.00007046139,0.0012342915,0.0015653247,0.0000143730895,0.00007195333,0.010579656,0.00014483581],"about_ca_topic_score_codex":0.00026699042,"about_ca_topic_score_gemma":0.00062796794,"teacher_disagreement_score":0.16413692,"about_ca_system_score_codex":0.000036192683,"about_ca_system_score_gemma":0.000014579671,"threshold_uncertainty_score":0.9999589},"labels":[],"label_agreement":null},{"id":"W1970348696","doi":"10.1108/17505930710779315","title":"A conceptual model for the internet's impact on marketing in Iran","year":2007,"lang":"en","type":"article","venue":"Direct Marketing An International Journal","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Conceptual model; The Internet; Marketing; Business; Digital marketing; Computer science; World Wide Web","score_opus":0.044830376893413244,"score_gpt":0.3724243155192071,"score_spread":0.3275939386257939,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1970348696","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8317129,0.0000813632,0.0013862157,0.0010432457,0.002110664,0.00024964052,0.000017880597,0.0000718813,0.1633262],"genre_scores_gemma":[0.9946762,0.00011773505,0.0004655885,0.0003953056,0.002117563,0.000013023014,0.000006131073,0.000028055856,0.002180426],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9967109,0.0009604875,0.0005069213,0.00026478095,0.00093845325,0.0006184593],"domain_scores_gemma":[0.9896126,0.009421965,0.00029180406,0.000115882045,0.00032087052,0.00023687888],"candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.030921835,0.00018362129,0.00019957605,0.00024695334,0.0004888824,0.0006267091,0.00088629016,0.0001159666,0.00012623884],"category_scores_gemma":[0.01733332,0.00013816747,0.0002586931,0.00018812892,0.00028031284,0.00041451273,0.00005219799,0.0004892293,0.0000053522153],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.016284142,0.00063764036,0.20161586,0.000011541346,0.00045052948,0.0001431553,0.08782911,0.00413038,0.000076674216,0.01084697,0.008645711,0.6693283],"study_design_scores_gemma":[0.0050219204,0.00045435908,0.69291186,0.0017639119,0.000081433616,0.0000718746,0.07813828,0.1502823,0.000058951922,0.0031216224,0.06659211,0.0015013654],"about_ca_topic_score_codex":0.0004410699,"about_ca_topic_score_gemma":0.0012901229,"teacher_disagreement_score":0.66782695,"about_ca_system_score_codex":0.00060891017,"about_ca_system_score_gemma":0.00021248483,"threshold_uncertainty_score":0.9978699},"labels":[],"label_agreement":null},{"id":"W2001050789","doi":"10.1108/17505930810931017","title":"Online communities serving the consumer/producer: observations from the study of a fantasy world","year":2008,"lang":"en","type":"article","venue":"Direct Marketing An International Journal","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Fantasy; Entertainment; Pleasure; Sociology; Context (archaeology); Coproduction; Online community; Ethnography; Value (mathematics); Originality; Media studies; Public relations; Aesthetics; Psychology; Visual arts; Qualitative research; Art; Social science; Political science; Computer science; History; Literature; Law","score_opus":0.09537269724334581,"score_gpt":0.3391938862094134,"score_spread":0.24382118896606758,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001050789","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9690822,0.00015360219,0.0000021558806,0.0036147567,0.0014219121,0.0001624475,0.000060887778,0.000049708484,0.025452347],"genre_scores_gemma":[0.99651563,0.00053499744,0.00014774351,0.00042184468,0.0015005666,0.000008746938,0.000025409421,0.000014189418,0.0008308571],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99525774,0.0029469097,0.00044106913,0.00012460345,0.0010123886,0.00021730487],"domain_scores_gemma":[0.99276435,0.0057924567,0.00038662495,0.00025395112,0.0007210179,0.000081593535],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0047475602,0.00011686701,0.00017544912,0.00008639142,0.0021557407,0.00032088923,0.0014589166,0.00003297299,0.00014787857],"category_scores_gemma":[0.004744948,0.00007848207,0.00009876828,0.00031509492,0.00044019823,0.0003782387,0.00014954824,0.00047533595,0.0000022930317],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012876301,0.00075633853,0.8583091,0.0000013932544,0.00026154047,0.0000158265,0.12429613,0.000033035747,0.000010016203,0.00022582088,0.0024957382,0.013466306],"study_design_scores_gemma":[0.00032495303,0.00003308708,0.81461245,0.00013325013,0.00003157075,0.0000085477095,0.15571272,0.00009705122,0.0000023054374,0.00019507935,0.028738772,0.00011020797],"about_ca_topic_score_codex":0.015741745,"about_ca_topic_score_gemma":0.044013508,"teacher_disagreement_score":0.043696646,"about_ca_system_score_codex":0.00009262978,"about_ca_system_score_gemma":0.00023282695,"threshold_uncertainty_score":0.9991433},"labels":[],"label_agreement":null},{"id":"W2052440465","doi":"10.1108/17505930810881743","title":"Systematic profitability analysis of binary network marketing organizations","year":2008,"lang":"en","type":"article","venue":"Direct Marketing An International Journal","topic":"Securities Regulation and Market Practices","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Profitability index; Computer science; Originality; Node (physics); Network topology; Binary number; Binary tree; Function (biology); Compensation (psychology); Order (exchange); Mathematical optimization; Data mining; Operations research; Management science; Algorithm; Mathematics; Engineering; Economics; Computer network","score_opus":0.013845914756328268,"score_gpt":0.25648822251574555,"score_spread":0.24264230775941728,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2052440465","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9614457,0.00019226795,0.0002545141,0.00034578049,0.0012578992,0.00020349814,0.0000055739533,0.00012356133,0.036171228],"genre_scores_gemma":[0.9967919,0.00013049539,0.00081500807,0.00034175382,0.0014557902,0.000009883148,0.00008146693,0.000027416609,0.00034626163],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99732476,0.00044194557,0.00091129757,0.00026363658,0.0007828501,0.0002754771],"domain_scores_gemma":[0.9954598,0.0010983355,0.0013241051,0.00024843114,0.001835634,0.000033686778],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0073394193,0.00018047418,0.00043970963,0.0008891541,0.00052897853,0.00038667544,0.00054373575,0.00006407085,0.001722543],"category_scores_gemma":[0.008173683,0.00016776343,0.00022917421,0.0020351524,0.0000824872,0.0020992605,0.00017316692,0.00020022003,0.000013434401],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007859358,0.00038003916,0.9791847,0.0014919103,0.0036058403,0.00008065546,0.00037446507,0.009125052,0.00019782099,0.0013142992,0.0027624068,0.0006969159],"study_design_scores_gemma":[0.00037884538,0.00000828259,0.9130238,0.0009907245,0.0009988918,0.00008386992,0.00072475325,0.08126497,0.0000060026505,0.00006417339,0.002175205,0.0002804778],"about_ca_topic_score_codex":0.000070450806,"about_ca_topic_score_gemma":0.000032437383,"teacher_disagreement_score":0.07213992,"about_ca_system_score_codex":0.000083632054,"about_ca_system_score_gemma":0.00006961623,"threshold_uncertainty_score":0.99919003},"labels":[],"label_agreement":null},{"id":"W2079511278","doi":"10.1108/17505930911000883","title":"Marketing implications of privacy concerns in the US and Canada","year":2009,"lang":"en","type":"article","venue":"Direct Marketing An International Journal","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Consumer privacy; Business; Transparency (behavior); Privacy policy; Information privacy; Originality; Internet privacy; Privacy by Design; Variety (cybernetics); Marketing; Multinational corporation; Database marketing; Computer security; Computer science; Marketing management; Psychology","score_opus":0.023721156150482592,"score_gpt":0.3261858120947886,"score_spread":0.302464655944306,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2079511278","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9572028,0.00012027069,0.000042929296,0.011127598,0.0004135992,0.00010475284,0.000021920621,0.000012904816,0.03095325],"genre_scores_gemma":[0.9981276,0.0005342366,0.0002763041,0.00046710466,0.00055273634,0.0000031396335,0.0000068596364,0.0000033382832,0.00002869685],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.997875,0.0010941769,0.00026715288,0.00012893714,0.00046399768,0.00017073608],"domain_scores_gemma":[0.99875855,0.0006240331,0.00021189636,0.00012943821,0.00020667315,0.000069412774],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005748782,0.00006581313,0.000088072855,0.000089075,0.00037411784,0.00019451579,0.0007516405,0.00003509388,0.00005486506],"category_scores_gemma":[0.0051625306,0.00005611811,0.000027732025,0.00011908078,0.00006670516,0.0003367232,0.000053783002,0.00022544822,2.2783465e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043708773,0.0002218089,0.7441217,0.0000118082235,0.000060849157,0.000040648658,0.011005349,0.000027272788,0.0005631565,0.0042810724,0.010954117,0.22827515],"study_design_scores_gemma":[0.00021268212,0.000016458991,0.963523,0.00006537561,0.0000056793747,0.000039428898,0.0016032034,0.00009183997,0.0000196551,0.0013188961,0.033024278,0.000079536396],"about_ca_topic_score_codex":0.23728712,"about_ca_topic_score_gemma":0.32404405,"teacher_disagreement_score":0.22819562,"about_ca_system_score_codex":0.00018940512,"about_ca_system_score_gemma":0.00037657926,"threshold_uncertainty_score":0.76779187},"labels":[],"label_agreement":null}]}