{"id":"W3124217757","doi":"","title":"Reputation, Diversification and Organizational Explanations of Performance in Professional Service Firms","year":2004,"lang":"en","type":"article","venue":"","topic":"Accounting and Organizational Management","field":"Business, Management and Accounting","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; University of Alberta","funders":"","keywords":"Diversification (marketing strategy); Reputation; Business; Professional services; Workforce; Competitive advantage; Marketing; Service (business); Industrial organization; Public relations; Economics","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":[0.0001455356,0.00006922955,0.0000688382,0.0002301058,0.0001181016,0.00004156968,0.00008894892,0.00003019135,0.0001785021],"category_scores_gemma":[0.00007513766,0.00006526761,0.000006890467,0.0009256138,0.000019668,0.0008853406,0.00008898976,0.00004004285,0.00006421821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000277232,"about_ca_system_score_gemma":0.00002969058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00017368,"about_ca_topic_score_gemma":0.0001150787,"domain_scores_codex":[0.999357,0.000002473666,0.0002064084,0.0001475114,0.0002060449,0.00008055333],"domain_scores_gemma":[0.9994156,0.00001558607,0.0001260197,0.00007198079,0.0003661514,0.000004687875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001094808,0.0001310539,0.6243208,0.0001986767,0.000008341855,4.996767e-7,0.0002102201,0.006799146,0.0001606467,0.3675764,0.0003093591,0.000273928],"study_design_scores_gemma":[0.0006638042,0.000003464025,0.9840248,0.00006119638,0.0000126566,8.261826e-7,0.0006119585,0.00408938,0.0001163045,0.008062853,0.002234735,0.0001180746],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856806,0.00001327293,0.002219041,0.005101542,0.0001681988,0.0001886268,0.000001665237,0.00005700778,0.006570032],"genre_scores_gemma":[0.9977,0.000007038653,0.0006214483,0.001184201,0.0000971336,0.000006164059,0.0001420538,0.000009098912,0.0002328064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3597039,"threshold_uncertainty_score":0.2661536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008939442525734049,"score_gpt":0.1955547154109359,"score_spread":0.1866152728852018,"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."}}