{"id":"W1146584004","doi":"10.1007/978-3-319-17509-6_6","title":"A Performance Improvement and Management Model for Small and Medium Sized Enterprises","year":2015,"lang":"en","type":"book-chapter","venue":"Communications in computer and information science","topic":"Accounting and Organizational Management","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Business; Industrial organization; Process management","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":[],"consensus_categories":[],"category_scores_codex":[0.0008910237,0.0001925264,0.000183597,0.0006816899,0.0004175034,0.0006538599,0.0006444364,0.00005680265,0.000003470931],"category_scores_gemma":[0.00002801891,0.0001862433,0.00001680506,0.0001621752,0.0003695583,0.003532012,0.002246676,0.0001127958,0.00001018478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006186269,"about_ca_system_score_gemma":0.00005520762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009231016,"about_ca_topic_score_gemma":0.00001435888,"domain_scores_codex":[0.998895,0.000001913953,0.0004311139,0.0002285302,0.0002728361,0.0001705821],"domain_scores_gemma":[0.9987218,0.00004173279,0.0002896078,0.0005072369,0.0004152975,0.00002426759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004099314,0.00004746139,0.001651818,0.001710279,0.00004303287,2.617512e-7,0.0008086603,0.001894511,0.000003102441,0.6569558,0.003281837,0.3335623],"study_design_scores_gemma":[0.0006287094,0.00001645651,0.002473331,0.0002001731,0.00004085547,0.000001265893,0.00004659551,0.8635457,4.50494e-7,0.007165881,0.1256391,0.0002415128],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009995661,0.001676874,0.3267577,0.009442375,0.001014806,0.006173091,0.00005993991,0.0004162462,0.6444633],"genre_scores_gemma":[0.802853,0.01843361,0.1522997,0.01303495,0.0005260729,0.0004213845,0.000602379,0.00008774463,0.01174116],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8616512,"threshold_uncertainty_score":0.759478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0431614636143096,"score_gpt":0.2511013795943137,"score_spread":0.2079399159800041,"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."}}