{"id":"W2137021688","doi":"10.22215/timreview/724","title":"How Service Innovation Boosts Bottom Lines","year":2013,"lang":"en","type":"article","venue":"Technology Innovation Management Review","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Business; Service (business); Sight; Service innovation; Dream; Industrial organization; Marketing; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","bibliometrics","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001002642,0.0003980458,0.0004795008,0.003058123,0.000360999,0.0002467951,0.000840637,0.000379202,0.0003430966],"category_scores_gemma":[0.000371056,0.0003765078,0.00004169625,0.02771781,0.0001975016,0.001670783,0.0007374742,0.0005544981,0.001454095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009763407,"about_ca_system_score_gemma":0.00002224012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001935352,"about_ca_topic_score_gemma":0.000003966484,"domain_scores_codex":[0.997584,0.0000144399,0.0009675284,0.0005757959,0.0003656158,0.0004926496],"domain_scores_gemma":[0.9959275,0.00001249879,0.0009092562,0.0006736341,0.002472682,0.00000444484],"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":[0.000001593417,0.0000545302,0.001924672,0.002045573,0.00008069134,0.000003882742,0.000003927424,1.500575e-7,0.0002614099,0.7959321,0.04937057,0.1503209],"study_design_scores_gemma":[0.0004676974,0.0000108842,0.004326481,0.001107199,0.00009127719,0.000004246535,0.0003502461,0.00007538398,0.0003622942,0.2298299,0.7627576,0.0006167777],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1470895,0.005804847,0.0194646,0.6939709,0.001503513,0.008903916,0.000003451162,0.005924243,0.1173351],"genre_scores_gemma":[0.6974476,0.004855891,0.03400706,0.244459,0.0009988996,0.005789931,0.001093464,0.0001881176,0.01116006],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.713387,"threshold_uncertainty_score":0.9998687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03175914174423414,"score_gpt":0.2558734568429921,"score_spread":0.224114315098758,"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."}}