{"id":"W2157440202","doi":"10.1177/0018726701547007","title":"Colonizing Knowledge: Commodification as a Dynamic of Jurisdictional Expansion in Professional Service Firms","year":2001,"lang":"en","type":"article","venue":"Human Relations","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":330,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Social Sciences and Humanities Research Council of Canada; Killam Trusts","keywords":"Commodification; Service (business); Process (computing); Business; Field (mathematics); Sociology; Public relations; Product (mathematics); Knowledge management; Marketing; Economics; Political science; Market economy","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001775681,0.000103393,0.000121212,0.0003412505,0.0003799018,0.00003582221,0.0001298946,0.00005738693,0.0009745298],"category_scores_gemma":[0.0000385329,0.000104387,0.00003124369,0.001005857,0.00003423886,0.0005098735,0.0001336712,0.0001116267,0.0004569506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005684237,"about_ca_system_score_gemma":0.00002337296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001856273,"about_ca_topic_score_gemma":0.001850978,"domain_scores_codex":[0.9991695,0.00001295167,0.0003168382,0.0001739414,0.00019905,0.000127671],"domain_scores_gemma":[0.9993947,0.00004871005,0.0001768978,0.0001210767,0.0002519115,0.000006736681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00003920992,0.0007769155,0.4618695,0.0001971797,0.00004661967,0.000003684251,0.001202957,0.001758821,0.0011203,0.5223835,0.009978756,0.000622593],"study_design_scores_gemma":[0.0005856404,0.000006634431,0.9227231,0.0001251992,0.00003517605,8.260074e-7,0.0004308335,0.01303684,0.000004539493,0.02958795,0.03331203,0.0001512208],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.947673,0.0001873506,0.0003901384,0.002212713,0.0002794481,0.0003424254,0.00000187992,0.0000838252,0.04882919],"genre_scores_gemma":[0.9933798,0.0000127132,0.00009605313,0.0002461911,0.0001381883,0.00003833969,0.0002589272,0.00001507693,0.005814755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4927955,"threshold_uncertainty_score":0.9999387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02494676725249506,"score_gpt":0.2823028699887475,"score_spread":0.2573561027362524,"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."}}