{"id":"W3121832833","doi":"10.1111/1911-3846.12402","title":"Exploring Value‐Based Management Sophistication: The Role of Potential Economic Benefits and Institutional Influence","year":2018,"lang":"en","type":"article","venue":"Contemporary Accounting Research","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sophistication; Business; Marketing; Empirical evidence; Industrial organization; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004430965,0.0001757679,0.0003151943,0.002278712,0.0003918273,0.003036739,0.0004362714,0.0005289158,0.002742637],"category_scores_gemma":[0.02540445,0.0001299535,0.000345843,0.002272338,0.001916436,0.002022238,0.002234295,0.0007004557,0.0001500369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008373708,"about_ca_system_score_gemma":0.000574819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00201876,"about_ca_topic_score_gemma":0.002725963,"domain_scores_codex":[0.9967464,0.001572396,0.0002346505,0.0003275156,0.0007216468,0.0003974165],"domain_scores_gemma":[0.9067336,0.05286834,0.03069709,0.003799601,0.002877777,0.003023522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005215096,0.0001205849,0.9848256,0.00003758809,0.0001114261,0.00008594084,0.0006857106,0.0009236856,0.0002292329,0.003703332,0.00008627219,0.009138459],"study_design_scores_gemma":[0.000002989853,0.00005148619,0.9946499,0.0000331168,0.00002447088,0.00003791454,0.001134683,0.00139776,0.0002182104,0.001907893,0.0005319906,0.000009489805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930987,0.0002064679,0.0007042875,0.0002222335,0.000002826181,0.00001294464,0.0000716764,0.000003277426,0.005677692],"genre_scores_gemma":[0.9997829,0.0000271911,0.00009128405,0.000007774031,0.000003470603,0.000002082323,0.00002176295,6.69498e-7,0.00006290192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004430965,"threshold_uncertainty_score":0.02343345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1201829409912927,"score_gpt":0.3011592147253815,"score_spread":0.1809762737340888,"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."}}