{"id":"W2415101343","doi":"10.13189/ujer.2016.040617","title":"Theory of Technical Systems - Educational Tool for Engineering","year":2016,"lang":"en","type":"article","venue":"Universal Journal of Educational Research","topic":"Design Education and Practice","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ottawa Mental Health Centre; Royal Military College of Canada","funders":"","keywords":"Computer science; Engineering education; Management science; Systems engineering; Engineering management; Mathematics education; Engineering ethics; Engineering; Psychology","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":[0.003319753,0.001159843,0.0009357134,0.003438844,0.001730939,0.006032607,0.002136205,0.002673527,0.01960168],"category_scores_gemma":[0.006416434,0.0005307169,0.001237459,0.002259456,0.01003153,0.008165412,0.002810869,0.005668744,0.007520369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004736546,"about_ca_system_score_gemma":0.003384396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002494978,"about_ca_topic_score_gemma":0.001709195,"domain_scores_codex":[0.9979029,0.001091104,0.0001676744,0.0002360188,0.0004652242,0.0001370784],"domain_scores_gemma":[0.9959318,0.002739109,0.000173886,0.000534072,0.0004619225,0.0001591614],"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":[0.000002475047,0.000008240329,0.00004256097,0.00006566641,0.000003160922,0.0000234629,0.000239685,0.0006761596,0.00005113438,0.9870737,0.004200367,0.007613479],"study_design_scores_gemma":[0.000006490273,0.00001480696,0.00007752553,0.0001530746,0.000003991576,0.00008132513,0.000151013,0.002036735,0.0001118614,0.814686,0.1826677,0.000009615081],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002851755,0.0133844,0.551855,0.01656852,0.002138096,0.0002008169,0.0005662058,0.00131241,0.4111227],"genre_scores_gemma":[0.3215245,0.02861845,0.510093,0.00737166,0.003447783,0.001791103,0.001100621,0.0007889017,0.1252639],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01960168,"threshold_uncertainty_score":0.06557411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06237895489553107,"score_gpt":0.3627896524480123,"score_spread":0.3004106975524812,"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."}}