{"id":"W4411178161","doi":"10.1080/00207543.2025.2516771","title":"Deceptive counterfeits and anti-counterfeiting: a blessing in disguise?","year":2025,"lang":"en","type":"article","venue":"International Journal of Production Research","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Blessing; Computer security; Business; Advertising; Commerce; Computer science; Art; History; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003384506,0.0001058205,0.0001696663,0.002756829,0.0001232154,0.0006037773,0.0004614572,0.00004050731,0.00006899702],"category_scores_gemma":[0.001445548,0.00009926216,0.00004313599,0.0008988651,0.0001503589,0.001357405,0.0004024165,0.0004014669,0.00001409663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003527684,"about_ca_system_score_gemma":0.0001134333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003417731,"about_ca_topic_score_gemma":0.00007763743,"domain_scores_codex":[0.9980466,0.00005646613,0.0004663742,0.0002514442,0.0009096156,0.0002694522],"domain_scores_gemma":[0.9968203,0.0001016872,0.0002316641,0.0001225868,0.002711988,0.0000117494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00171293,0.001236592,0.6793977,0.001044687,0.0007369702,0.001050994,0.001638756,0.004784572,0.01398781,0.1215907,0.06014233,0.112676],"study_design_scores_gemma":[0.006483341,0.0001005624,0.4449095,0.004121299,0.0001062468,0.0001332516,0.05236498,0.008928131,0.003648569,0.07143604,0.406968,0.0008000165],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9636174,0.0002763942,0.000443335,0.02112704,0.002037945,0.0002671455,5.425731e-7,0.00001694775,0.01221322],"genre_scores_gemma":[0.99664,0.0001939546,0.0001270671,0.0002658775,0.0015451,0.00000964372,0.000002207508,0.0000116899,0.001204461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3468257,"threshold_uncertainty_score":0.5822238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04395133817722251,"score_gpt":0.375923990002358,"score_spread":0.3319726518251355,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}