{"id":"W1548757899","doi":"","title":"The misapplication of engineering models to business decisions","year":2003,"lang":"en","type":"article","venue":"Swinburne Research Bank (Swinburne University of Technology)","topic":"Usability and User Interface Design","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Business decision mapping; Business rule; Management science; Selection (genetic algorithm); Decision support system; Knowledge management; Data science; Business process; Artificial intelligence; Work in process; Marketing; Engineering; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.07342752,0.001902769,0.00147655,0.009172244,0.003135928,0.01847454,0.004682485,0.004374016,0.002159305],"category_scores_gemma":[0.2401022,0.002388642,0.001610886,0.005546076,0.02713586,0.01830286,0.007609617,0.009404812,0.001495009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01209593,"about_ca_system_score_gemma":0.008751678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008821418,"about_ca_topic_score_gemma":0.007837947,"domain_scores_codex":[0.8887065,0.0774402,0.004061041,0.00529402,0.02259509,0.001903074],"domain_scores_gemma":[0.6990451,0.2399263,0.01125912,0.02781675,0.02039813,0.001554615],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007630188,0.0001103758,0.004116506,0.0009502349,0.0001433988,0.0003178721,0.01161016,0.02626845,0.0003186257,0.831778,0.008171435,0.1161386],"study_design_scores_gemma":[0.00002978393,0.00004837757,0.0008208982,0.0006436345,0.00002871611,0.0001763474,0.004841081,0.02676426,0.0004950175,0.9345446,0.03153981,0.00006747198],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07739448,0.01066537,0.62862,0.1807745,0.001701047,0.000432792,0.0003772964,0.001022937,0.09901161],"genre_scores_gemma":[0.763052,0.006510506,0.2140249,0.01022178,0.0005888572,0.000723462,0.0002404616,0.0004435988,0.004194353],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9265725,"threshold_uncertainty_score":0.3883265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06535121157864231,"score_gpt":0.2789769951991153,"score_spread":0.213625783620473,"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."}}