{"id":"W4408202972","doi":"10.1007/s11846-025-00861-6","title":"When do entrepreneurs form intermediary relationships? A study of start-ups that use venture capital law firms in fundraising","year":2025,"lang":"en","type":"article","venue":"Review of Managerial Science","topic":"Private Equity and Venture Capital","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; McGill University","funders":"","keywords":"Venture capital; Business; Social venture capital; Start up; Entrepreneurship; Capital (architecture); Finance; Business administration; Law; Political science","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":[0.002426746,0.0002000322,0.0003609145,0.001518019,0.003074293,0.005390176,0.001030221,0.001862981,0.003780523],"category_scores_gemma":[0.01129872,0.0004739634,0.000241412,0.001851014,0.002928103,0.004859365,0.002705429,0.002744048,0.0007407047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001427064,"about_ca_system_score_gemma":0.00228064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00925636,"about_ca_topic_score_gemma":0.02421807,"domain_scores_codex":[0.9985437,0.0006185299,0.00005306594,0.00009740885,0.0001721482,0.0005151685],"domain_scores_gemma":[0.984295,0.00773072,0.00357838,0.0003269329,0.0007109322,0.003357974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007806802,0.002971408,0.7172098,0.0001335879,0.00005285357,0.003097843,0.2200424,0.0001160479,0.0010034,0.009405057,0.001689729,0.04349723],"study_design_scores_gemma":[0.00005432734,0.0007327173,0.4645478,0.000262985,0.00004295503,0.001276685,0.5199221,0.0003466684,0.0003463768,0.002400812,0.01003389,0.00003268143],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996735,0.0003766276,0.00004550347,0.0004482392,0.000003426356,0.00001560044,0.00002357863,0.000001186022,0.002350845],"genre_scores_gemma":[0.9975296,0.0005849653,0.00006013173,0.0001389937,0.000007526627,0.00001849853,0.00004290566,0.000002449558,0.001615058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00925636,"threshold_uncertainty_score":0.01840496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03972805862200026,"score_gpt":0.2766030598794216,"score_spread":0.2368750012574213,"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."}}