{"id":"W2341350787","doi":"10.2139/ssrn.2768091","title":"Inferring Employeess Social Media Perceptions of Corporate Culture and the Link to Firm Value","year":2017,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Acadian Seaplants (Canada)","funders":"","keywords":"Business; Value (mathematics); Link (geometry); Organizational culture; Social media; Perception; Enterprise value; Marketing; Public relations; Accounting; Psychology; Political science; Computer 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":[0.001486208,0.0002195846,0.0001726976,0.001471766,0.0003517514,0.002238458,0.0002381131,0.0006389807,0.003256191],"category_scores_gemma":[0.0155492,0.0002175778,0.0002053003,0.0009939484,0.0003341238,0.001120018,0.0007391921,0.0006928533,0.0004064855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004511352,"about_ca_system_score_gemma":0.0003001559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006756967,"about_ca_topic_score_gemma":0.009483558,"domain_scores_codex":[0.9993805,0.0002621756,0.00004121115,0.00009001927,0.0001360715,0.00009009484],"domain_scores_gemma":[0.9814036,0.01312002,0.002876459,0.0007039409,0.001021208,0.0008746794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009021084,0.0002489794,0.9905618,0.00001114234,0.00007213234,0.00003977456,0.001024398,0.0004053495,0.0005144055,0.0003318803,0.0001116113,0.006588446],"study_design_scores_gemma":[0.00001108996,0.0001361127,0.9869783,0.00001575923,0.00008097543,0.00004601204,0.005323865,0.00526023,0.0006914254,0.001100503,0.0003421117,0.00001355605],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986444,0.00001842025,0.0001108793,0.00005152899,0.000001679008,0.000002153624,0.00006267596,0.000001682064,0.001106602],"genre_scores_gemma":[0.9996973,0.0000165486,0.00007540685,0.00001041658,0.000003402931,0.000002213553,0.0000459179,7.50246e-7,0.000148066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006756967,"threshold_uncertainty_score":0.01343524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02258162425614266,"score_gpt":0.3029651079301972,"score_spread":0.2803834836740545,"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."}}