{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008315759,0.0009203785,0.0007188736,0.002945157,0.002123246,0.006295373,0.00252998,0.002440551,0.00431987],"category_scores_gemma":[0.01409015,0.0007754556,0.00150822,0.002354047,0.008521199,0.01381992,0.003875868,0.003414945,0.0008194938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002759448,"about_ca_system_score_gemma":0.002358478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001179792,"about_ca_topic_score_gemma":0.0007188784,"domain_scores_codex":[0.9921687,0.004038874,0.0008458236,0.0007601125,0.001823865,0.000362651],"domain_scores_gemma":[0.99177,0.004480221,0.001078898,0.001440943,0.001023143,0.0002066738],"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":[0.00000369169,0.000005902804,0.00006091321,0.00002889565,0.000003802985,0.00003107655,0.00029869,0.001232845,0.00009695408,0.9933805,0.0002397633,0.004616979],"study_design_scores_gemma":[0.00001423428,0.00002144432,0.00005020811,0.00007494111,0.00001142908,0.0001752206,0.0002396189,0.01608702,0.0004553476,0.9634827,0.01937106,0.0000167311],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005658752,0.0006017162,0.9750119,0.001767809,0.0001097064,0.00008621443,0.00005656448,0.0001341548,0.0165731],"genre_scores_gemma":[0.3237359,0.0009347734,0.6670299,0.0006506168,0.0002387431,0.000791511,0.0003299935,0.00009875582,0.006189873],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008315759,"threshold_uncertainty_score":0.04397845,"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."}}