{"id":"W1865145025","doi":"","title":"DESIGN CONFLICT: CONCEPTUAL STRUCTURE AND MATHEMATICAL REPRESENTATION","year":2011,"lang":"en","type":"article","venue":"Journal of Integrated Design & Process Science archive","topic":"Design Education and Practice","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Axiom; Representation (politics); Object (grammar); Computer science; Theory; Theoretical computer science; Mathematical structure; Algebra over a field; Epistemology; Management science; Mathematics; Artificial intelligence; Programming language; Engineering; Pure mathematics; Political science; Mathematics education","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":[0.0009501247,0.000145286,0.000201814,0.0002994346,0.0001113254,0.0001111341,0.0003639215,0.00004616693,0.0002761649],"category_scores_gemma":[0.0008313406,0.0001062872,0.00002604959,0.0005785006,0.0006027515,0.001170709,0.00001194014,0.000389094,0.00001104339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000045768,"about_ca_system_score_gemma":0.0004889233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003201261,"about_ca_topic_score_gemma":2.611893e-7,"domain_scores_codex":[0.9986966,0.0001335172,0.0004063563,0.0001529462,0.000386546,0.000224044],"domain_scores_gemma":[0.9985681,0.0004058507,0.0002212186,0.0001173928,0.0004773366,0.0002101243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001158009,0.0003079208,0.0005910107,0.0001488222,0.000234794,0.0001386757,0.2679703,0.0265078,0.6487862,0.0163526,0.004593435,0.03321037],"study_design_scores_gemma":[0.0009522297,0.0008504135,0.001150604,0.0002610775,0.0001278549,0.001964763,0.02497935,0.1244097,0.7449277,0.09951091,0.0003592914,0.0005061454],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05182613,0.0001582779,0.9451451,0.00003861313,0.0002106696,0.0001939009,0.000003174711,0.00003987123,0.002384226],"genre_scores_gemma":[0.8665949,0.00006382739,0.1331946,0.00006912091,0.00003541919,0.000004226724,6.626464e-7,0.00001318616,0.00002407033],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8147688,"threshold_uncertainty_score":0.4334265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07956281685489255,"score_gpt":0.3133841494587007,"score_spread":0.2338213326038081,"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."}}