{"id":"W1961738715","doi":"10.24908/pceea.v0i0.3582","title":"CSI (Crash Scene Investigation) Project: Integrating Writing and Disciplinary Thinking in an Engineering Dynamics Class","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Class (philosophy); Discipline; Dynamics (music); Workload; Computer science; Crash; Engineering management; Mathematics education; Engineering; Artificial intelligence; Psychology; Pedagogy; Sociology; Programming language","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":[0.004887096,0.0007899883,0.0004191528,0.001342669,0.004961755,0.002748422,0.00165094,0.001335726,0.00543888],"category_scores_gemma":[0.006922917,0.000554468,0.0003395139,0.0005938442,0.00219325,0.001626339,0.003299667,0.003267103,0.001793384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003643217,"about_ca_system_score_gemma":0.01203626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01565683,"about_ca_topic_score_gemma":0.03658203,"domain_scores_codex":[0.9974979,0.001103665,0.00009194131,0.0003489707,0.0005638182,0.0003937474],"domain_scores_gemma":[0.9925629,0.0008577267,0.0002505458,0.0005375957,0.001629578,0.004161648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002142663,0.03673966,0.03893036,0.000397693,0.00005685825,0.002311582,0.1560427,0.004262444,0.0590526,0.01044273,0.1056101,0.5840107],"study_design_scores_gemma":[0.001705965,0.02358865,0.1507829,0.0003048083,0.0001872106,0.002653648,0.1948871,0.02067872,0.08690967,0.008626637,0.5091377,0.0005370469],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9253961,0.000145881,0.02873454,0.004535541,0.0004230612,0.002264962,0.0009476623,0.002082976,0.03546925],"genre_scores_gemma":[0.8211304,0.0003106989,0.1110912,0.000666427,0.0001725075,0.001348783,0.001711194,0.0004546631,0.0631142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01565683,"threshold_uncertainty_score":0.03113139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009736609194454822,"score_gpt":0.2022176054875751,"score_spread":0.1924809962931203,"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."}}