{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01075954,0.0003892319,0.000549087,0.001222484,0.0009756901,0.001597777,0.0006322848,0.000658678,0.0009960002],"category_scores_gemma":[0.02882156,0.0004682414,0.0006421608,0.0006664089,0.0005989798,0.0009899003,0.00184581,0.001677881,0.000502308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001016065,"about_ca_system_score_gemma":0.001811813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001281887,"about_ca_topic_score_gemma":0.003037998,"domain_scores_codex":[0.9935172,0.00246236,0.0006086633,0.000533595,0.002167762,0.0007105125],"domain_scores_gemma":[0.9772513,0.007952773,0.004337626,0.000929558,0.006353821,0.003174891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008758582,0.0134803,0.5499296,0.00045747,0.0001064647,0.0003762942,0.05518553,0.0006912422,0.02122097,0.0001889614,0.003596401,0.3538909],"study_design_scores_gemma":[0.0001164285,0.01512586,0.9414148,0.0001395363,0.00007586745,0.0004385968,0.01760215,0.003299973,0.01639843,0.0003459479,0.004901373,0.0001411591],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983301,0.00001464702,0.0007489624,0.0001152752,0.00001188963,0.00009480832,0.00001641211,0.00002667968,0.0006412128],"genre_scores_gemma":[0.9925465,0.00007498988,0.006240884,0.00009495461,0.00001325415,0.0001923263,0.00005847602,0.000007739854,0.0007709076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01075954,"threshold_uncertainty_score":0.05690259,"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."}}