{"id":"W2101134179","doi":"10.1287/mnsc.1050.0363","title":"Global Village or Cyber-Balkans? Modeling and Measuring the Integration of Electronic Communities","year":2005,"lang":"en","type":"article","venue":"Management Science","topic":"Digital Platforms and Economics","field":"Business, Management and Accounting","cited_by":114,"is_retracted":false,"has_abstract":true,"ca_institutions":"Quest University Canada","funders":"","keywords":"Bridge (graph theory); Key (lock); Set (abstract data type); Data science; Fragment (logic); Computer science; Knowledge management; Geography; Computer security","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":[0.0006817378,0.00008989896,0.00008528184,0.0001082775,0.0003208331,0.0008258573,0.0004399423,0.00001174331,0.00001921585],"category_scores_gemma":[0.00001358425,0.0000584263,0.00002201798,0.0004174075,0.0001716054,0.004131043,0.0003715946,0.00004298288,0.00002255154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000732699,"about_ca_system_score_gemma":0.00001110651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000422521,"about_ca_topic_score_gemma":0.00216183,"domain_scores_codex":[0.9992486,8.264782e-7,0.0001763016,0.0001313692,0.0001869156,0.000256047],"domain_scores_gemma":[0.9996547,0.000008246969,0.0000842875,0.0002038009,0.00004174478,0.000007180917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003177372,0.0000399638,0.00140571,0.00007171984,0.0000173757,5.715115e-7,0.0001630805,0.03836486,0.00003862439,0.8530508,0.00007745984,0.1067381],"study_design_scores_gemma":[0.0002658432,0.00001323689,0.00256892,0.00005901392,0.00002816168,0.000001741387,0.008970342,0.9586647,0.00002868085,0.02494793,0.004266512,0.0001849381],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8927242,0.00003220814,0.002722849,0.0002234873,0.00005665698,0.0001495978,4.340253e-7,0.00003024334,0.1040603],"genre_scores_gemma":[0.9990474,0.00003074055,0.0002034252,0.0005191243,0.00006625647,0.000006322145,0.000001797726,0.000004186224,0.0001207724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9202998,"threshold_uncertainty_score":0.796376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03373235699911645,"score_gpt":0.2266444909331854,"score_spread":0.1929121339340689,"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."}}