{"id":"W1997372129","doi":"10.1108/bij-09-2012-0058","title":"A view of development in management for increasing profitability in the corporate landscape","year":2015,"lang":"en","type":"article","venue":"Benchmarking An International Journal","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Multiple Sclerosis Society of Canada","funders":"","keywords":"Profitability index; Process (computing); Corporation; Position (finance); Process management; Analytic hierarchy process; Knowledge management; Business; Strategic management; Marketing; Computer science; Engineering; Operations research","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":[0.00634903,0.0001088426,0.0001497333,0.0004258938,0.00006418456,0.0002968756,0.000582291,0.00002795349,0.00005079081],"category_scores_gemma":[0.0001256449,0.00008407134,0.00004758372,0.0002572005,0.00002614501,0.0007688965,0.0001295479,0.0001360612,0.00000587972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001048117,"about_ca_system_score_gemma":0.00005424966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001803712,"about_ca_topic_score_gemma":0.0003349586,"domain_scores_codex":[0.9984337,0.00008278002,0.0005664522,0.0001709955,0.000557996,0.0001880794],"domain_scores_gemma":[0.9991729,0.00006268395,0.0003730485,0.0001245316,0.0002527955,0.00001406371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008441707,0.0009506242,0.8019704,0.0004044008,0.000122051,0.0001327573,0.002709049,0.002216425,0.00001187261,0.08441702,0.001294411,0.1049268],"study_design_scores_gemma":[0.003756206,0.00005287671,0.8253695,0.0006361888,0.00003382643,0.00003629153,0.005881955,0.0149718,0.00001035532,0.04071728,0.1081878,0.0003459485],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987756,0.00004070219,0.002300427,0.001216004,0.0005818381,0.0004370181,0.000001517704,0.00001013395,0.007656434],"genre_scores_gemma":[0.9948717,0.00001056116,0.004000264,0.0005690218,0.0004307601,0.00004706676,0.00004326836,0.000007650887,0.00001969135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1068934,"threshold_uncertainty_score":0.342833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07938822645139754,"score_gpt":0.2998581517227384,"score_spread":0.2204699252713408,"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."}}