{"id":"W1954037174","doi":"10.24908/pceea.v0i0.4053","title":"THE IMPORTANCE OF MENTAL REPRESENTATIONS IN DESIGN ENGINEERING","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Sophistication; Computer science; Cognition; Completeness (order theory); Management science; Mental representation; Cognitive science; Psychology; Engineering; Mathematics; Sociology; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003420845,0.0003807565,0.0002587346,0.001764891,0.0008725376,0.006215849,0.0008497754,0.001388845,0.001841347],"category_scores_gemma":[0.0389201,0.0005599975,0.0005586492,0.0009766035,0.007599681,0.009260639,0.003098262,0.002234163,0.000246215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001401191,"about_ca_system_score_gemma":0.001326647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002864926,"about_ca_topic_score_gemma":0.001454217,"domain_scores_codex":[0.9963192,0.00195846,0.0001441287,0.0003465048,0.001038102,0.0001936182],"domain_scores_gemma":[0.9755189,0.01731774,0.001862315,0.003007188,0.001763015,0.0005309676],"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":[0.00024322,0.0001843894,0.02023774,0.0006824664,0.0001616167,0.0003696406,0.05640338,0.009371487,0.008114873,0.6865233,0.002062775,0.2156451],"study_design_scores_gemma":[0.0000397989,0.0001299919,0.02694047,0.0002338955,0.00006613761,0.0005775051,0.007007061,0.01851572,0.00173288,0.9311782,0.01345348,0.000124781],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6291423,0.004166343,0.2214786,0.007673291,0.0001591854,0.00009797421,0.0001528069,0.0002942156,0.1368352],"genre_scores_gemma":[0.9818512,0.0005489487,0.01628302,0.0002422009,0.00003572562,0.00004107581,0.00008160872,0.00002745691,0.0008887652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006215849,"threshold_uncertainty_score":0.01809138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01663944885477127,"score_gpt":0.2215145386666221,"score_spread":0.2048750898118508,"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."}}