{"id":"W2147356286","doi":"10.5539/ass.v10n17p127","title":"Improving TRIZ 40 Inventive Principles Grouping in Redesign Service Approaches","year":2014,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Design Education and Practice","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"TRIZ; Service (business); Context (archaeology); Computer science; Contradiction; Order (exchange); Management science; Artificial intelligence; Engineering; Marketing; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.032903,0.002075807,0.001240801,0.01612232,0.004577413,0.008194143,0.002798085,0.002069694,0.006230261],"category_scores_gemma":[0.04906269,0.001250092,0.002641584,0.008980135,0.008721037,0.01354524,0.009837568,0.004639027,0.001833493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009424584,"about_ca_system_score_gemma":0.01754655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004296223,"about_ca_topic_score_gemma":0.005160722,"domain_scores_codex":[0.9361761,0.03412305,0.00586982,0.004926542,0.01716529,0.001739027],"domain_scores_gemma":[0.9520879,0.02161366,0.00505875,0.007453229,0.01249944,0.001287049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002050346,0.0007617535,0.008379318,0.002665486,0.0001558643,0.000383897,0.07039274,0.009223969,0.007505258,0.3524534,0.004858706,0.5430146],"study_design_scores_gemma":[0.0003881834,0.001566264,0.01150257,0.002963205,0.0003972352,0.001571842,0.07034735,0.1010511,0.01965288,0.5093942,0.2807405,0.0004247709],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04965772,0.0006826292,0.9145447,0.002224922,0.0001791093,0.002245581,0.0001152637,0.001006366,0.02934376],"genre_scores_gemma":[0.1295574,0.0005762801,0.8639963,0.0002996075,0.00003170889,0.001629592,0.0002439204,0.0002143342,0.003450793],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.032903,"threshold_uncertainty_score":0.1740098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06852531722170475,"score_gpt":0.2668478281025625,"score_spread":0.1983225108808577,"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."}}