{"id":"W3122518915","doi":"","title":"Board Composition, Committees and Organizational Efficiency: The Case of Nonprofits","year":2003,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Nonprofit Sector and Volunteering","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Expense ratio; Business; Accounting; Operating expense; Nonprofit organization; Finance; Public relations; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002035858,0.00007245131,0.00009917894,0.00004456701,0.001059411,0.00005336233,0.0001395586,0.00004364621,0.00006006106],"category_scores_gemma":[0.000129323,0.00005388298,0.00003528547,0.0002831405,0.0002277563,0.0001085626,0.00001415749,0.0005070871,0.000003135727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002023347,"about_ca_system_score_gemma":0.001105356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008468824,"about_ca_topic_score_gemma":0.005459925,"domain_scores_codex":[0.9985496,0.0002460228,0.0001700228,0.00009269369,0.0001874265,0.0007541713],"domain_scores_gemma":[0.9994934,0.0001179448,0.000098076,0.00007201052,0.0001611738,0.00005743424],"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":[0.000005884393,0.00003100883,0.03053502,0.000003420632,0.00003453708,0.00001033012,0.003175403,0.00001403944,0.0006246662,0.9649165,0.00004004265,0.0006091874],"study_design_scores_gemma":[0.003127347,0.0008348546,0.01535312,0.0001089854,0.0002616948,0.01481985,0.1702488,0.0003185227,0.005312,0.7777096,0.01087918,0.001026059],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897494,0.001742019,0.004214545,0.0007657992,0.0001549966,0.0001084851,0.000001526582,0.00001465887,0.003248589],"genre_scores_gemma":[0.9989181,0.0005800489,0.00007761047,0.00005396589,0.0001243867,0.000001240986,4.791123e-7,0.000008643938,0.0002355685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1872069,"threshold_uncertainty_score":0.8148236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007645756035864685,"score_gpt":0.2599234472004698,"score_spread":0.2522776911646051,"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."}}