{"meta":{"query_hash":"5178093107ef","filters":{"venue":"Global business and management research"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/5178093107ef","api":"https://metacan.xera.ac/api/v1/cohort?venue=Global+business+and+management+research"},"results":[{"id":"W1570062723","doi":"","title":"Online vs. Offline Movie Rental: A Comparative Study of Carbon Footprints","year":2010,"lang":"en","type":"article","venue":"Global business and management research","topic":"Consumer Market Behavior and Pricing","field":"Business, Management and Accounting","cited_by":5,"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":"Sustainability; The Internet; Business; Order (exchange); Business model; Renting; Transaction cost; Online and offline; Database transaction; Marketing; Computer science; Engineering; Finance; World Wide Web","score_opus":0.08342746770808618,"score_gpt":0.3707528006515702,"score_spread":0.287325332943484,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1570062723","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99318564,0.0007227421,0.00015353972,0.00009709039,0.000010475197,0.00005880676,0.0004570714,0.0000023634864,0.0053123757],"genre_scores_gemma":[0.9979668,0.00045152186,0.00033751054,0.000050403796,0.000015542355,0.00005587727,0.00033232418,0.000004977775,0.00078496116],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99870074,0.00066349155,0.000051956184,0.00015359325,0.00025651307,0.00017369541],"domain_scores_gemma":[0.9955303,0.002513652,0.0008420491,0.00019103616,0.0006253431,0.00029769944],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015892967,0.00026066042,0.0005728255,0.0035257998,0.0014285273,0.0014041153,0.0007838312,0.0006801893,0.0066667553],"category_scores_gemma":[0.0042007277,0.00016456036,0.00068362226,0.006611208,0.0014706881,0.0026929805,0.0010210434,0.00078127044,0.00038195332],"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":[0.0034023668,0.0065065916,0.7173861,0.0032646917,0.0016193469,0.0023515823,0.108843245,0.0016344736,0.0037443705,0.01645537,0.0042161006,0.13057587],"study_design_scores_gemma":[0.00004268572,0.0011911718,0.8432782,0.00038561516,0.00019426412,0.00032732383,0.14163989,0.0009659756,0.0010485537,0.0011509933,0.009701352,0.00007402166],"about_ca_topic_score_codex":0.033537805,"about_ca_topic_score_gemma":0.08292644,"teacher_disagreement_score":0.033537805,"about_ca_system_score_codex":0.002660718,"about_ca_system_score_gemma":0.0008048897,"threshold_uncertainty_score":0.0666852},"labels":[],"label_agreement":null},{"id":"W175183273","doi":"","title":"The Preliminary Study of Management Accounting Practices (MAPs) in Small Business","year":2010,"lang":"en","type":"article","venue":"Global business and management research","topic":"Accounting and Organizational Management","field":"Business, Management and Accounting","cited_by":20,"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":"Management accounting; Accounting; Cost accounting; Accounting information system; Business; Accounting management","score_opus":0.03652402776284107,"score_gpt":0.3139548548363324,"score_spread":0.2774308270734913,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W175183273","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9957944,0.00017969139,0.00015869887,0.00015719561,0.000003760013,0.00002819378,0.000074883006,0.0000026945713,0.003600447],"genre_scores_gemma":[0.9989298,0.00014054905,0.0002354838,0.0000146598695,0.000004316699,0.000022708206,0.000043263404,7.310757e-7,0.0006084535],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9983417,0.0007444633,0.00012564569,0.000108984364,0.00049077236,0.00018840402],"domain_scores_gemma":[0.987151,0.005565835,0.0033647688,0.0004259988,0.0026292948,0.00086308655],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017464709,0.00016240252,0.00015096158,0.0024924194,0.0010799905,0.0016211083,0.0003205008,0.00030593202,0.0023302874],"category_scores_gemma":[0.010261988,0.0001267872,0.00015799222,0.0038531101,0.0007990268,0.001264708,0.0008361337,0.00041241542,0.00023710614],"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":[0.000118369964,0.000250621,0.7969466,0.00026627097,0.000020987323,0.0006967796,0.10854084,0.00019945325,0.0011133747,0.0028590132,0.0008210184,0.08816667],"study_design_scores_gemma":[0.0000013312814,0.00018622098,0.86548305,0.00008580812,0.000008432127,0.00017783638,0.12716238,0.0002745902,0.00043091786,0.0004763912,0.0057020723,0.000010900419],"about_ca_topic_score_codex":0.006474213,"about_ca_topic_score_gemma":0.0084878355,"teacher_disagreement_score":0.006474213,"about_ca_system_score_codex":0.0013149913,"about_ca_system_score_gemma":0.001312427,"threshold_uncertainty_score":0.012873113},"labels":[],"label_agreement":null},{"id":"W249026144","doi":"","title":"Validating and Enhancing a Strategy Transformation Model Using Case Study","year":2013,"lang":"en","type":"article","venue":"Global business and management research","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Miller; Identification (biology); Process (computing); Strategic planning; Computer science; Field (mathematics); Process management; Management science; Operations research; Management; Marketing; Business; Economics; Engineering; Mathematics","score_opus":0.10856633625624487,"score_gpt":0.36052471703537947,"score_spread":0.25195838077913457,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W249026144","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3295282,0.00055740424,0.5716683,0.0022238875,0.00011400923,0.0044346093,0.0011545367,0.00083822524,0.089480765],"genre_scores_gemma":[0.6126255,0.0003792238,0.3820929,0.000116185816,0.000012843088,0.0015085057,0.00085154606,0.000059752718,0.0023535427],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9915605,0.0059005623,0.00040215853,0.00072810915,0.0011227753,0.0002859082],"domain_scores_gemma":[0.9716699,0.021333061,0.0014871764,0.002499253,0.002657596,0.00035299375],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.013576964,0.0009303307,0.00051495095,0.004191258,0.0014145161,0.0051823324,0.0027782922,0.0017921466,0.008230008],"category_scores_gemma":[0.025383689,0.00047099835,0.0015992267,0.0034864165,0.0020117317,0.0056544207,0.003013717,0.0015556945,0.00088929926],"study_design_candidate":"qualitative","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":[0.00045117582,0.0021214609,0.058961865,0.0021847785,0.0002631852,0.0024856925,0.021680748,0.14924905,0.0046320665,0.44989142,0.0067473087,0.30133125],"study_design_scores_gemma":[0.00022308454,0.0009481111,0.014396633,0.0028232725,0.00036457006,0.00074571226,0.019738398,0.74857783,0.007400548,0.13841163,0.06619391,0.0001762749],"about_ca_topic_score_codex":0.0060370145,"about_ca_topic_score_gemma":0.0057060127,"teacher_disagreement_score":0.013576964,"about_ca_system_score_codex":0.004272977,"about_ca_system_score_gemma":0.004239163,"threshold_uncertainty_score":0.071802735},"labels":[],"label_agreement":null},{"id":"W327040762","doi":"","title":"Strategies for SMEs after Global Recession","year":2011,"lang":"en","type":"article","venue":"Global business and management research","topic":"Firm Innovation and Growth","field":"Economics, Econometrics and Finance","cited_by":8,"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":"Recession; Dynamism; Business; China; Financial crisis; Global recession; International trade; Economy; Economics; Geography","score_opus":0.13634364650921635,"score_gpt":0.3303130634405799,"score_spread":0.19396941693136358,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W327040762","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09299199,0.023922691,0.002516845,0.64070827,0.0039647906,0.00034044535,0.0003837857,0.0005228275,0.2346484],"genre_scores_gemma":[0.6973147,0.032824907,0.0033651744,0.0963785,0.0017274146,0.0004979316,0.0005091754,0.0001254228,0.16725673],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990576,0.00029399907,0.00003807144,0.00004834587,0.00009974827,0.00046216676],"domain_scores_gemma":[0.99698347,0.00029081086,0.00026398627,0.00007460938,0.00047962222,0.0019075017],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015000312,0.0005876382,0.00028809565,0.0009118632,0.002977986,0.0053746654,0.0009868301,0.00521269,0.023250008],"category_scores_gemma":[0.0038806647,0.00011436848,0.00038395042,0.0009877284,0.0012028654,0.0039507435,0.008778029,0.0025288814,0.0048351404],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014899821,0.00042360643,0.016795747,0.0024821176,0.000042467855,0.0109096505,0.055099238,0.0005625071,0.003945151,0.06762896,0.51091313,0.33104843],"study_design_scores_gemma":[0.000026314892,0.00021126823,0.008949884,0.0019701503,0.000018941348,0.0014036068,0.06648066,0.00023238928,0.0005999749,0.011563927,0.9085201,0.000022590491],"about_ca_topic_score_codex":0.002330068,"about_ca_topic_score_gemma":0.0030032592,"teacher_disagreement_score":0.023250008,"about_ca_system_score_codex":0.0011457087,"about_ca_system_score_gemma":0.0067287204,"threshold_uncertainty_score":0.077779055},"labels":[],"label_agreement":null}]}