{"id":"W3002303888","doi":"10.24908/pceea.vi0.13760","title":"REVELATIONS OF A COLLABORATIVE MIDTERM IN AN ENGINEERING TECHNOLOGY MANAGEMENT COURSE","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Test (biology); Test anxiety; Psychology; Perspective (graphical); Medical education; Work (physics); Mathematics education; Engineering ethics; Engineering; Engineering management; Anxiety; Knowledge management; Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002540888,0.0001782626,0.000220658,0.0007764926,0.00003338472,0.00003467723,0.0003136798,0.0001703561,0.00003809954],"category_scores_gemma":[0.0001052615,0.0001976187,0.00004521696,0.001691006,0.000009666137,0.0002371779,0.00002006274,0.0002323116,0.000008407247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001632902,"about_ca_system_score_gemma":0.000285006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001805153,"about_ca_topic_score_gemma":0.0008099045,"domain_scores_codex":[0.9988889,0.000003355066,0.0003968868,0.0001732702,0.0002414336,0.0002961739],"domain_scores_gemma":[0.9991581,0.000021268,0.0001510345,0.0001544719,0.0003915434,0.0001235131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003780859,0.0003256105,0.5871653,0.002195721,0.0003982873,3.961341e-7,0.005291043,0.302915,0.01771874,0.07361954,0.008089245,0.002277327],"study_design_scores_gemma":[0.0006187674,0.00003594505,0.9186979,0.0008805787,0.00007421107,0.000004470089,0.002231446,0.04931977,0.008221635,0.0001871633,0.01899638,0.0007317331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927164,0.0001920088,0.00003689217,0.0007500582,0.001734804,0.0006770017,0.00001978206,0.0001664598,0.00370657],"genre_scores_gemma":[0.9953121,0.00001978389,0.003818368,0.00002394544,0.0000343867,0.0001245671,0.00001083278,0.00004149304,0.0006145486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3315326,"threshold_uncertainty_score":0.8058658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001802522852413771,"score_gpt":0.1842419087192027,"score_spread":0.1824393858667889,"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."}}