{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"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":"870a703aae95","filters":{"venue":"CiiT international journal of data mining and knowledge engineering"}},"results":[{"id":"W2575111475","doi":"","title":"Changes and Challenges of Retail Marketing In India","year":2011,"lang":"en","type":"article","venue":"CiiT international journal of data mining and knowledge engineering","topic":"Consumer Retail Behavior Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Hypermarket; Business; Liberalization; Boom; Investment (military); Emerging markets; Retail industry; Government (linguistics); Developing country; Expansive; Quality (philosophy); Marketing; Commerce; Economics; Market economy; Economic growth; Finance; Engineering","authors":[{"name":"V. Aruna","is_ca":false},{"name":"A. Abdul Gafoor","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1202876546822468,"gpt":0.2721316204434333,"spread":0.1518439657611865,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003485278,0.0005597494,0.0006630603,0.00222446,0.005702435,0.02347292,0.002349538,0.003801358,0.01197978],"category_scores_gemma":[0.00399449,0.0004644892,0.0006641488,0.004607603,0.01000349,0.009492934,0.005029034,0.007774752,0.002823527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01225909,"about_ca_system_score_gemma":0.01142352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02026698,"about_ca_topic_score_gemma":0.02396723,"domain_scores_codex":[0.9959933,0.0007868978,0.0001808717,0.0005429716,0.001587576,0.0009084448],"domain_scores_gemma":[0.9952815,0.001327029,0.00041586,0.000254942,0.001234047,0.001486644],"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":[0.0001458652,0.0004301326,0.008150248,0.001339539,0.0000402006,0.002923541,0.01853777,0.0007726809,0.001667172,0.4928799,0.1697344,0.3033786],"study_design_scores_gemma":[0.00001333709,0.00008289095,0.01502401,0.0008076129,0.00001347291,0.001962038,0.03221218,0.0004119863,0.0002812443,0.03716886,0.9119224,0.00009992199],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06174391,0.1070399,0.001791682,0.4971938,0.00483828,0.00008707458,0.0003483696,0.0003613837,0.3265956],"genre_scores_gemma":[0.7245882,0.1114239,0.003477517,0.09435676,0.004945341,0.00008028188,0.0002988329,0.000212831,0.0606163],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02347292,"threshold_uncertainty_score":0.0889464,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}