{"id":"W1967741242","doi":"10.5539/mas.v1n4p37","title":"The Value of a Network","year":2007,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Game Theory and Applications","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Centrality; Computer science; Extension (predicate logic); Value (mathematics); Mechanism (biology); Measure (data warehouse); Process (computing); Simple (philosophy); Data mining; Epistemology; Mathematics; Statistics; Machine learning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01840829,0.00007241072,0.0001153708,0.00007664155,0.0009582582,0.0001539424,0.002222182,0.00002627813,0.00002257042],"category_scores_gemma":[0.000460314,0.00004092991,0.0000425236,0.002166875,0.001694275,0.0001008878,0.0002481041,0.00009621133,0.000171203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001894519,"about_ca_system_score_gemma":0.0001061863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002897832,"about_ca_topic_score_gemma":0.0000126035,"domain_scores_codex":[0.9972916,0.00002583582,0.0004364082,0.0003781435,0.001443591,0.0004244506],"domain_scores_gemma":[0.9969006,0.001690727,0.0001973148,0.0009282494,0.0001707168,0.0001124453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001769269,0.00001371879,0.0001635488,2.293296e-7,9.130333e-7,1.493687e-7,0.0003775175,0.001671369,0.08635756,0.8228034,0.0002795427,0.08831431],"study_design_scores_gemma":[0.00006459744,0.000008755211,0.008409772,0.000001564759,0.000001981326,0.000001630755,0.0003145651,0.02047102,0.01336052,0.9486772,0.008623712,0.00006462931],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1960354,0.0000528297,0.6719573,0.0003242806,0.0001312852,0.0001922959,0.0000011482,0.00002594572,0.1312795],"genre_scores_gemma":[0.9963972,0.000001882998,0.002673673,0.0001664308,0.00005920089,0.000009923119,8.732205e-8,0.000003496735,0.0006881367],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8003618,"threshold_uncertainty_score":0.7370244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06131182708941314,"score_gpt":0.3773127443130754,"score_spread":0.3160009172236623,"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."}}