{"id":"W2256111520","doi":"10.2139/ssrn.886108","title":"Positional Advantage in Networks","year":2006,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Artificial intelligence","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":[0.000699927,0.0001062331,0.00009668555,0.000247575,0.0001533798,0.0001543459,0.0001245009,0.00006295662,0.00008680126],"category_scores_gemma":[0.000009142581,0.00009955355,0.00004055204,0.0005837836,0.00002090415,0.001241134,0.00002068788,0.0008704905,0.00005165868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002073664,"about_ca_system_score_gemma":0.0001768328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003121088,"about_ca_topic_score_gemma":0.001473557,"domain_scores_codex":[0.9983925,0.000006281,0.000257398,0.0001175078,0.0001479984,0.001078274],"domain_scores_gemma":[0.999675,0.000007920068,0.000150784,0.00005815641,0.0001050499,0.000003105834],"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":[0.0000366363,0.00006007088,0.0244236,0.000004638684,0.000007394528,0.000006674855,6.889505e-7,0.003031453,0.0001307214,0.9688968,0.0003079693,0.003093331],"study_design_scores_gemma":[0.001073662,0.00001728475,0.1448339,0.00003397412,0.0000169448,0.0001193867,0.0001896609,0.007811296,0.000006198685,0.8382135,0.007422352,0.0002618137],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8863036,0.001552245,0.04761135,0.004088514,0.0007388776,0.0001820266,6.166191e-7,0.00009925137,0.05942353],"genre_scores_gemma":[0.9965252,0.00008701761,0.00002562286,0.0005107709,0.00240877,0.000003121641,0.00004263821,0.0000144345,0.0003824543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1306833,"threshold_uncertainty_score":0.4059676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004517692291621018,"score_gpt":0.1968174545642847,"score_spread":0.1922997622726637,"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."}}