{"id":"W3036683630","doi":"10.24908/pceea.vi0.14202","title":"INCREASING STUDENT AWARENESS OF PROFESSIONALISM USING THE PROFESSIONALISM ASSESSMENT TOOL (PAT) IN A SENIOR UNDERGRADUATE ENGINEERING DESIGN COURSE","year":2020,"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":"University of Guelph","funders":"University of Guelph","keywords":"Accreditation; Curriculum; Medical education; Psychology; Test (biology); Professional development; Pedagogy; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009211025,0.000280954,0.0003184077,0.0002425555,0.0001371844,0.00007522655,0.0004700682,0.0001695646,0.00001420175],"category_scores_gemma":[0.0005333159,0.000241091,0.00009459786,0.001056661,0.00001666765,0.0002313829,0.00005556157,0.0004834794,0.000001640882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002401888,"about_ca_system_score_gemma":0.001622517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001144929,"about_ca_topic_score_gemma":0.0002102082,"domain_scores_codex":[0.99808,0.0000320933,0.0006355066,0.0002297839,0.0006141041,0.0004085623],"domain_scores_gemma":[0.9988245,0.0001493723,0.000295834,0.0001388411,0.0004350528,0.0001563519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000007707609,0.0002333247,0.1747631,0.001502709,0.0003533627,6.91824e-7,0.009171444,0.7660859,0.03386949,0.007896057,0.005534687,0.0005815276],"study_design_scores_gemma":[0.0005809233,0.00001803921,0.6096441,0.0014303,0.0001252273,0.00001095629,0.002002578,0.3761627,0.005539052,0.00009024631,0.003685653,0.0007103072],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883786,0.0002914621,0.001208583,0.006551782,0.002243293,0.001024758,0.00001917446,0.0001493301,0.0001329669],"genre_scores_gemma":[0.9932244,0.00001584214,0.006169588,0.0001643278,0.0001130097,0.000156717,0.000009812797,0.00006685956,0.00007944356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4348809,"threshold_uncertainty_score":0.9831404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0219647323025643,"score_gpt":0.2864368897463135,"score_spread":0.2644721574437492,"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."}}