{"id":"W4245389432","doi":"10.2139/ssrn.1108589","title":"Director Networks and Firm Governance","year":2008,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"HEC Montréal","funders":"","keywords":"Corporate governance; Business; Accounting; Finance","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":[0.001394754,0.00009280884,0.0001528349,0.001356093,0.00120135,0.004130709,0.0002752439,0.0009427099,0.02127025],"category_scores_gemma":[0.00871687,0.0001360544,0.00009270597,0.001709476,0.001570504,0.003120771,0.001270434,0.0007186473,0.0009259066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001867674,"about_ca_system_score_gemma":0.001065216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005414046,"about_ca_topic_score_gemma":0.01293573,"domain_scores_codex":[0.9993415,0.000262821,0.00002589266,0.0001045576,0.00009693942,0.0001682242],"domain_scores_gemma":[0.9890771,0.004954247,0.003540651,0.0002817449,0.000668628,0.001477601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001650551,0.0002166102,0.1990655,0.00005804967,0.00006504101,0.0001940918,0.002263268,0.002885137,0.0002354777,0.7236246,0.01788621,0.05334086],"study_design_scores_gemma":[0.000116007,0.0001569044,0.3457884,0.000213441,0.0001470048,0.000264074,0.01252085,0.005577604,0.0005529614,0.4995987,0.1350154,0.00004866673],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5448141,0.004392682,0.002296886,0.01809425,0.00009908085,0.00002452121,0.000318296,0.00003634966,0.4299238],"genre_scores_gemma":[0.9828953,0.0007042082,0.0001011873,0.0002281863,0.00005524078,0.000005779936,0.00004416713,0.000004077177,0.01596188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02127025,"threshold_uncertainty_score":0.07115608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008227434326439598,"score_gpt":0.1795511975268279,"score_spread":0.1713237632003883,"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."}}