{"id":"W3121775475","doi":"10.2139/ssrn.1953557","title":"Specialization and Competition in the Venture Capital Industry","year":2011,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Private Equity and Venture Capital","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Venture capital; Social venture capital; Competition (biology); Business; Industrial organization; Economic geography; Economics; Market economy; Finance; International trade","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":[0.000908781,0.0001086735,0.0002987501,0.001063561,0.0007804258,0.002398151,0.0002423125,0.001197855,0.006230125],"category_scores_gemma":[0.003567048,0.0001051725,0.0002539265,0.001238344,0.002170388,0.001754962,0.001140343,0.0006365106,0.0003795741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001325185,"about_ca_system_score_gemma":0.0009374464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0070204,"about_ca_topic_score_gemma":0.01088416,"domain_scores_codex":[0.9996036,0.0001450591,0.00001580854,0.00003758586,0.00004664103,0.0001514067],"domain_scores_gemma":[0.9935431,0.003679913,0.0007689959,0.000101629,0.0002684941,0.001637831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001296457,0.000722137,0.4523829,0.0002602777,0.0001383606,0.002612336,0.006352591,0.01417412,0.002739301,0.4293712,0.009005565,0.08094478],"study_design_scores_gemma":[0.000156802,0.0002619743,0.6281391,0.0001875286,0.00007989353,0.001088209,0.009615449,0.01226769,0.0003844124,0.3379512,0.009815211,0.00005257515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9559811,0.002746024,0.0004727417,0.001917192,0.00001288125,0.000004923406,0.00005410371,0.000004825348,0.03880621],"genre_scores_gemma":[0.9985414,0.0003358538,0.00003062597,0.00004953056,0.00002858283,0.000001291079,0.00001620436,8.333318e-7,0.0009957966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0070204,"threshold_uncertainty_score":0.02084184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01643831532135174,"score_gpt":0.206985989618242,"score_spread":0.1905476742968903,"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."}}