{"id":"W1984933577","doi":"10.1145/1109069.1109095","title":"To consolidate or distribute?","year":2006,"lang":"en","type":"article","venue":"interactions","topic":"Service and Product Innovation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hewlett-Packard (Canada)","funders":"","keywords":"Cohesion (chemistry); Work (physics); Service (business); Balance (ability); Customer service; Unit (ring theory); Public relations; Strategic business unit; Business Review; Management; Business; Sociology; Marketing; Engineering; Political science; Psychology; Economics","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005106031,0.00006361489,0.00005606236,0.000141298,0.0001140328,0.0001930359,0.00008172039,0.00001382339,0.001412545],"category_scores_gemma":[0.00004840668,0.00005374378,0.00002034615,0.0005702206,0.000006037562,0.0007183327,0.00004135786,0.00005771544,0.003445157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001740736,"about_ca_system_score_gemma":0.000006013869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001126796,"about_ca_topic_score_gemma":0.001224955,"domain_scores_codex":[0.9995554,0.000001708546,0.0001409633,0.0001227194,0.00006624349,0.0001129431],"domain_scores_gemma":[0.9996443,0.00002030193,0.00005637838,0.000137323,0.0001380371,0.000003651337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009862916,0.0001589919,0.01042575,0.00004292704,0.00001954074,0.00001150142,0.00002150176,0.0001738318,0.007372696,0.1195218,0.8558249,0.00632793],"study_design_scores_gemma":[0.00008232505,0.000002855683,0.01395057,0.00001431129,0.00001119299,0.000003615256,0.00005404805,0.0001249106,0.0005706613,0.003925425,0.9811734,0.00008671832],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6305803,0.00001072683,0.005040084,0.1132605,0.004952268,0.0004328083,0.00003683269,0.0005092949,0.2451772],"genre_scores_gemma":[0.9775869,2.854911e-7,0.0001812377,0.01288443,0.002681501,0.00002647109,0.0002322372,0.00001072283,0.006396205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3470066,"threshold_uncertainty_score":0.9995003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02638638805077392,"score_gpt":0.2759280359056777,"score_spread":0.2495416478549037,"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."}}