{"id":"W2000226323","doi":"10.1108/13527590710736734","title":"Spending consulting dollars wisely: a guide for management teams","year":2007,"lang":"en","type":"article","venue":"Team Performance Management","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University; Université du Québec à Montréal","funders":"","keywords":"Purchasing; Originality; Team management; Value (mathematics); Business; Process (computing); Team effectiveness; Marketing; Public relations; Knowledge management; Psychology; Computer science; Political science; Creativity","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001927172,0.0004846921,0.0003729758,0.0007890791,0.001023448,0.0003772462,0.000674973,0.00006864279,0.000325212],"category_scores_gemma":[0.0000424066,0.000474745,0.0001487953,0.001169672,0.00009549683,0.001032296,0.001012524,0.0001286193,0.0007522345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002274792,"about_ca_system_score_gemma":0.000005322321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000400902,"about_ca_topic_score_gemma":0.00006176001,"domain_scores_codex":[0.9967049,0.000005231585,0.0008140843,0.0007167092,0.0007123229,0.001046749],"domain_scores_gemma":[0.9988595,0.00005688274,0.0003895888,0.0004722006,0.0001862686,0.00003554177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003882199,0.0004273948,0.1530679,0.005622868,0.001109817,0.00007149009,0.000208585,0.0009216807,0.00006460999,0.4614505,0.1913073,0.1853597],"study_design_scores_gemma":[0.002496805,0.00003071199,0.08339237,0.0002389522,0.0004042796,0.000002013768,0.003045234,0.004033711,0.00009930909,0.001978984,0.9034415,0.0008360806],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09600341,0.0002331067,0.03212322,0.0004982582,0.001431686,0.003156207,0.000004063642,0.0008040917,0.865746],"genre_scores_gemma":[0.9505016,0.0003486025,0.02062735,0.002788116,0.001637597,0.0002307934,0.0001307391,0.0001252708,0.02360995],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8544981,"threshold_uncertainty_score":0.9997704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01422969814464254,"score_gpt":0.2411023240918993,"score_spread":0.2268726259472568,"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."}}