{"id":"W1954660681","doi":"10.24908/pceea.v0i0.5760","title":"SHORT DESIGN PROJECTS FOR AN INTRODUCTORY THERMOFLUIDS ENGINEERING COURSE","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Ranque-Hilsch vortex tube","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Dalhousie University","keywords":"Class (philosophy); Accreditation; Workload; Curriculum; Work (physics); Engineering management; Project-based learning; Mathematics education; Engineering education; Course (navigation); Engineering design process; Engineering; Computer science; Mechanical engineering; Medical education; Psychology; Pedagogy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.002534976,0.001931576,0.000937994,0.001040133,0.001551011,0.001507724,0.001790696,0.001377686,0.120938],"category_scores_gemma":[0.005047907,0.0009547803,0.0008169802,0.0007203594,0.0004779926,0.0009007585,0.002154354,0.002376629,0.03412904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002171461,"about_ca_system_score_gemma":0.004604314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001731061,"about_ca_topic_score_gemma":0.005712103,"domain_scores_codex":[0.9985301,0.0002560106,0.00009717742,0.0002202422,0.0006547736,0.0002415852],"domain_scores_gemma":[0.9933081,0.0008251175,0.0002070608,0.0004755417,0.002440866,0.002743311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001416298,0.008769169,0.002210758,0.001021479,0.00003541074,0.000843313,0.001900618,0.007276322,0.03220797,0.007163971,0.4676449,0.4695097],"study_design_scores_gemma":[0.0004905504,0.006160037,0.009335455,0.0002652395,0.00002407466,0.0006119226,0.001117322,0.004891244,0.008908462,0.007303518,0.9608025,0.00008984045],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.207977,0.002592421,0.3321829,0.009501011,0.008150816,0.052358,0.01223978,0.01967686,0.3553213],"genre_scores_gemma":[0.1488411,0.001947628,0.4543572,0.002174535,0.0009180836,0.02419365,0.012715,0.001934287,0.3529184],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.120938,"threshold_uncertainty_score":0.404578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02165064731403953,"score_gpt":0.2257998414889361,"score_spread":0.2041491941748966,"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."}}