{"meta":{"query_hash":"a8506610a247","filters":{"venue":"International Journal of Agile Systems and Management"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"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/a8506610a247","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+Journal+of+Agile+Systems+and+Management"},"results":[{"id":"W2003042352","doi":"10.1504/ijasm.2015.068605","title":"How project duration, upfront costs and uncertainty interact and impact on software development productivity? A simulation approach","year":2015,"lang":"en","type":"article","venue":"International Journal of Agile Systems and Management","topic":"Software Engineering Research","field":"Computer Science","cited_by":16,"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 Northern British Columbia","funders":"","keywords":"Productivity; Software development; Project management; Duration (music); Software project management; Software; Computer science; Team software process; Risk analysis (engineering); Process management; Engineering; Systems engineering; Software development process; Business; Economics; Software construction","score_opus":0.03190719140086141,"score_gpt":0.30368363046906355,"score_spread":0.27177643906820215,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003042352","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.382441,0.0005116629,0.6150101,0.00057755085,0.0007696444,0.0005642544,0.0000033561694,0.00003835221,0.0000840711],"genre_scores_gemma":[0.9871024,0.00003723131,0.012463101,0.00001575708,0.00012928533,0.00001761964,0.0000032494029,0.0000069308544,0.00022441913],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986986,0.000059726364,0.00025436535,0.00021735903,0.00064934394,0.000120594486],"domain_scores_gemma":[0.9990079,0.00011018131,0.00019365731,0.00011641673,0.00046778165,0.000104076345],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007832356,0.0001239841,0.00015172477,0.00034493528,0.000040326428,0.0006485849,0.00023891566,0.00002452434,2.450865e-7],"category_scores_gemma":[0.00025559586,0.00008971401,0.000021876343,0.000089517904,0.000019635328,0.0006681314,0.00020394237,0.000102124424,4.397685e-7],"study_design_candidate":"simulation_or_modeling","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":[0.00076186965,0.00078341464,0.05417392,0.00082482613,0.0027363405,0.00046301188,0.01287323,0.35273987,0.00012190162,0.011342432,0.008427784,0.5547514],"study_design_scores_gemma":[0.005982021,0.0018339312,0.20785728,0.0017329191,0.000057697125,0.0015464321,0.002422548,0.7052926,0.00022319963,0.00037057055,0.071670674,0.0010101503],"about_ca_topic_score_codex":0.00004134372,"about_ca_topic_score_gemma":0.0000022232368,"teacher_disagreement_score":0.6046614,"about_ca_system_score_codex":0.00035527052,"about_ca_system_score_gemma":0.000070878974,"threshold_uncertainty_score":0.6254319},"labels":[],"label_agreement":null},{"id":"W2169268020","doi":"10.1504/ijasm.2012.046904","title":"A new analysis framework for agility in the fashion industry","year":2012,"lang":"en","type":"article","venue":"International Journal of Agile Systems and Management","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Business; Process management; Fashion industry; Manufacturing engineering; Computer science; Knowledge management; Engineering; Systems engineering; Operations management; Industrial organization; Clothing; Political science","score_opus":0.03368162536070388,"score_gpt":0.30344940037106244,"score_spread":0.26976777501035853,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2169268020","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25628176,0.0012986403,0.6999069,0.017185245,0.0063209957,0.0015944628,0.000011131945,0.000033428096,0.017367443],"genre_scores_gemma":[0.9944926,0.000062193896,0.0013436571,0.0014665606,0.0022483126,0.000023217204,0.000009060844,0.00000695689,0.0003474701],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985812,0.000033826676,0.0005222818,0.0001186668,0.0005445722,0.00019945722],"domain_scores_gemma":[0.9991717,0.00009290435,0.00041927947,0.00014569913,0.00014780622,0.000022657277],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021359776,0.00011722984,0.0002206937,0.0005855135,0.000059092632,0.00039601646,0.00045104627,0.00007552186,0.00005758746],"category_scores_gemma":[0.000065069995,0.00008218848,0.00015473136,0.00038648353,0.000017142263,0.00081431615,0.00013531327,0.00020301048,0.000007634887],"study_design_candidate":"theoretical_or_conceptual","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":[0.0000873313,0.00019830653,0.07766062,0.00021995055,0.0013448755,0.000020347012,0.00042224608,0.0011790569,0.000001958244,0.89472705,0.014825743,0.00931251],"study_design_scores_gemma":[0.0013142304,0.000027625978,0.26378974,0.00022682548,0.00094719697,0.000012395512,0.009280659,0.0014942607,0.0000012448015,0.013224747,0.7094274,0.0002536516],"about_ca_topic_score_codex":0.00029731137,"about_ca_topic_score_gemma":0.00004860779,"teacher_disagreement_score":0.88150233,"about_ca_system_score_codex":0.00005296002,"about_ca_system_score_gemma":0.0000065285753,"threshold_uncertainty_score":0.3818796},"labels":[],"label_agreement":null},{"id":"W4387530606","doi":"10.1504/ijasm.2023.134046","title":"The adaptability of tourism and hospitality supply chain management to manage COVID-19 crisis: Bangladesh perspective","year":2023,"lang":"en","type":"article","venue":"International Journal of Agile Systems and Management","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":1,"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 British Columbia Hospital","funders":"","keywords":"Adaptability; Hospitality; Business; Tourism; Perspective (graphical); Coronavirus disease 2019 (COVID-19); Crisis management; Supply chain; Supply chain management; Hospitality management studies; Hospitality industry; Process management; Environmental resource management; Marketing; Environmental planning; Geography; Economics; Computer science; Management; Medicine","score_opus":0.029429848675933963,"score_gpt":0.2896791943984712,"score_spread":0.2602493457225372,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387530606","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":[0.81574297,0.010756048,0.026223643,0.11583611,0.0061944537,0.0029620507,0.0005246223,0.000091216,0.021668894],"genre_scores_gemma":[0.99397963,0.0037897434,0.00015983844,0.0006638066,0.00013945297,0.000031147243,0.00000247014,0.000012282316,0.0012216234],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984252,0.000045395514,0.0008149931,0.00028249077,0.00022317453,0.00020874929],"domain_scores_gemma":[0.99871904,0.00013198244,0.0005851392,0.00023691206,0.00014415343,0.00018280139],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024355452,0.00013755717,0.00031803054,0.00051806075,0.00010187483,0.00016210634,0.00041854728,0.000038751994,0.000017607057],"category_scores_gemma":[0.00018438174,0.0001179469,0.0001018235,0.00023358305,0.000060785944,0.00017382519,0.00036824238,0.00009761076,0.0000131846145],"study_design_candidate":"theoretical_or_conceptual","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":[0.00022367373,0.00012848234,0.019331414,0.0005841731,0.0019629288,0.00032916505,0.0050706514,0.0021000102,0.00000521913,0.9094537,0.056923993,0.0038866117],"study_design_scores_gemma":[0.002449085,0.00029235982,0.263508,0.00020190698,0.00007645256,0.00004899538,0.039515607,0.0014097557,0.0000067243914,0.059532255,0.63258713,0.00037175263],"about_ca_topic_score_codex":0.0012603812,"about_ca_topic_score_gemma":0.00004249085,"teacher_disagreement_score":0.8499214,"about_ca_system_score_codex":0.0005266201,"about_ca_system_score_gemma":0.000014822134,"threshold_uncertainty_score":0.4809735},"labels":[],"label_agreement":null}]}