{"id":"W2097929692","doi":"10.24908/pceea.v0i0.3938","title":"ENGINEERING DESIGN COACHES: FACULTY OR GRAD STUDENTS?","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Graduate students; Psychology; Medical education; Citizen journalism; Commission; Pedagogy; Learning environment; Computer science; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.009278351,0.0006514007,0.0009586223,0.003062558,0.01117581,0.01511894,0.002756597,0.006275258,0.05248066],"category_scores_gemma":[0.02323994,0.001034019,0.000657841,0.003263535,0.004461337,0.01106952,0.01245198,0.007848147,0.01225732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005201916,"about_ca_system_score_gemma":0.01079329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005322061,"about_ca_topic_score_gemma":0.0156587,"domain_scores_codex":[0.9912761,0.001871894,0.0004625665,0.0009873323,0.001927711,0.003474432],"domain_scores_gemma":[0.9586008,0.001632862,0.001847059,0.0009890817,0.007042733,0.02988761],"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":[0.0002607327,0.003227676,0.0928125,0.0005318255,0.00002866481,0.0008452721,0.03653544,0.00008931858,0.001278206,0.01320679,0.2744499,0.5767338],"study_design_scores_gemma":[0.00009225468,0.002104964,0.1097289,0.002014936,0.0000373761,0.001557588,0.421346,0.0002796153,0.001366988,0.009504774,0.4518186,0.0001481343],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3999312,0.0239738,0.003121264,0.3983167,0.02035266,0.0006155926,0.0006171459,0.001154467,0.1519172],"genre_scores_gemma":[0.7783732,0.00836153,0.002323539,0.07657713,0.002866409,0.0005481662,0.0006794386,0.0004722947,0.1297983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05248066,"threshold_uncertainty_score":0.1755653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04369092706557536,"score_gpt":0.2447521003081078,"score_spread":0.2010611732425324,"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."}}