{"id":"W2107079484","doi":"10.1109/ase.2003.1240290","title":"Analysis of inconsistency in graph-based viewpoints: a category-theoretical approach","year":2004,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Viewpoints; Computer science; Merge (version control); Fuzzy logic; Theoretical computer science; Graph; Vagueness; Artificial intelligence; Data mining; Information retrieval","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":[],"consensus_categories":[],"category_scores_codex":[0.01582337,0.000870649,0.001199261,0.01133353,0.0029775,0.005501113,0.003589451,0.002630199,0.002042114],"category_scores_gemma":[0.03124412,0.0009664771,0.002696228,0.00567186,0.009282166,0.01102166,0.00585925,0.002765523,0.0001910573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003919579,"about_ca_system_score_gemma":0.002291747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004044642,"about_ca_topic_score_gemma":0.002349131,"domain_scores_codex":[0.9854757,0.006791129,0.001101197,0.001465646,0.004510287,0.000655935],"domain_scores_gemma":[0.9637552,0.02328109,0.002689276,0.00477462,0.004667781,0.0008320247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004537075,0.00003199085,0.002073988,0.0001720353,0.00008715125,0.0003362281,0.002754453,0.01398691,0.001812155,0.9519824,0.0003170062,0.02640031],"study_design_scores_gemma":[0.00001817545,0.00005443665,0.0008162885,0.0001072111,0.00009052114,0.0003569918,0.001527182,0.06713513,0.002073776,0.9222162,0.005548105,0.00005601354],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0181742,0.0001578525,0.9789318,0.000390664,0.00001621687,0.00007358162,0.00004253605,0.00008608431,0.002127051],"genre_scores_gemma":[0.3568425,0.0002875766,0.6411512,0.0001548101,0.00005426863,0.0003293286,0.0002577198,0.00007184031,0.0008506753],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01582337,"threshold_uncertainty_score":0.08368295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.013058292515827,"score_gpt":0.2547652757188619,"score_spread":0.2417069832030349,"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."}}