{"id":"W4239818326","doi":"10.1002/jsc.558","title":"Slowdown of growth in the management consultancy sector","year":2001,"lang":"en","type":"article","venue":"Strategic Change","topic":"Leadership, Human Resources, Global Affairs","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Revenue; Outsourcing; Quarter (Canadian coin); Work (physics); Business; Total revenue; Public sector; Economics; Finance; Marketing; Economy; Engineering; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005866804,0.0001018238,0.0001289337,0.00007831269,0.0001347345,0.00005296911,0.0004745952,0.0000677897,0.0004819575],"category_scores_gemma":[0.00001462937,0.00007706226,0.00004891602,0.0006480203,0.0002891366,0.000103669,0.00002626356,0.0001135251,0.00005794788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007527875,"about_ca_system_score_gemma":0.00003197045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00389594,"about_ca_topic_score_gemma":0.01186519,"domain_scores_codex":[0.9986465,0.0001955641,0.0001713243,0.0001830005,0.0004399131,0.000363707],"domain_scores_gemma":[0.9995966,0.000065368,0.00007943246,0.0001616499,0.00004472838,0.00005221731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003059807,0.0001673869,0.006377602,0.00009763212,0.00003301936,0.0001684642,0.1297948,6.551704e-7,0.000009560146,0.8606375,0.0006840159,0.001998802],"study_design_scores_gemma":[0.001626243,0.0001641962,0.03900178,0.0001849383,0.00005563029,0.00000783549,0.8285174,0.0000149921,0.00001705603,0.08054862,0.04939213,0.0004692051],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4074835,0.0003229881,0.000001043026,0.002772679,0.000110973,0.0004681689,0.000006123041,0.0000317429,0.5888028],"genre_scores_gemma":[0.9983358,0.0002556724,0.00002781891,0.0002979309,0.0002768663,0.00005114973,0.000003309892,0.00000600256,0.000745427],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7800889,"threshold_uncertainty_score":0.6621052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1541801176316003,"score_gpt":0.315070534295678,"score_spread":0.1608904166640777,"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."}}