{"id":"W4406358368","doi":"10.2139/ssrn.5097719","title":"Digital Revitalization or Useless Effort: The Impact of a Government-Initiated E-Commerce Platform on Local Specialty Sales","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"ICT Impact and Policies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Government of Saskatchewan; Concordia University; Université Laval","funders":"","keywords":"Business; Specialty; Government (linguistics); E-commerce; Marketing; E-Government; Commerce; Advertising; Computer science; World Wide Web; Psychology; Information and Communications Technology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002303032,0.0001816674,0.0003332047,0.00186514,0.001844197,0.007131489,0.0008041702,0.001714597,0.02097454],"category_scores_gemma":[0.01652415,0.0001903097,0.0004299667,0.002367375,0.003300387,0.003809229,0.002880044,0.002094532,0.001054597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00482291,"about_ca_system_score_gemma":0.005779274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02048974,"about_ca_topic_score_gemma":0.03726673,"domain_scores_codex":[0.9976168,0.0006251173,0.00008126391,0.0001884141,0.0005544498,0.0009340987],"domain_scores_gemma":[0.9795606,0.01054759,0.003612694,0.0008619803,0.002160636,0.003256498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0057312,0.005279446,0.589293,0.0004324641,0.0003133712,0.002074405,0.01007051,0.009684594,0.004797442,0.2219226,0.01544564,0.1349554],"study_design_scores_gemma":[0.0001949541,0.001553039,0.893634,0.0002220705,0.0002498561,0.0002495316,0.03915988,0.007022934,0.003842678,0.02599168,0.02779038,0.00008909312],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9129909,0.0002434435,0.0001761236,0.001969028,0.00002280429,0.00004831506,0.0001710836,0.00002628593,0.08435191],"genre_scores_gemma":[0.9955665,0.00006918827,0.00003013074,0.000135064,0.00001150281,0.000007249979,0.00003475715,0.000005714601,0.004139835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02097454,"threshold_uncertainty_score":0.07016683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01817594418395999,"score_gpt":0.2790843395774615,"score_spread":0.2609083953935015,"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."}}