{"id":"W3038028207","doi":"10.24908/pceea.vi0.14216","title":"SELF PERCEPTIONS OF STUDENTS’ HUMANITIES-BASED SKILLS IN AN ENGINEERING PROGRAM: OVERVIEW OF A LONGITUDINAL STUDY’S FIRST TWO YEARS (2017-2019)","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 British Columbia","funders":"","keywords":"Likert scale; Accreditation; Longitudinal study; Teamwork; Engineering education; Medical education; Test (biology); Psychology; Perception; Mathematics education; Engineering; Engineering management; Management; Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003359945,0.0002246742,0.0003347094,0.0004510788,0.00004733959,0.00006515241,0.0004947279,0.0001016054,0.000040592],"category_scores_gemma":[0.0002408536,0.0002572486,0.00009799696,0.0009516779,0.00001204439,0.0002267961,0.00002899694,0.000260906,0.000004418961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001346852,"about_ca_system_score_gemma":0.0003614354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0012424,"about_ca_topic_score_gemma":0.003984592,"domain_scores_codex":[0.998431,0.000007879605,0.0005669883,0.0002124095,0.0004701405,0.0003115339],"domain_scores_gemma":[0.9990169,0.00003768491,0.0002139485,0.0001449055,0.0003736344,0.0002128932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002148778,0.0008434486,0.8936874,0.001251396,0.0001747321,3.183618e-7,0.01146879,0.08881519,0.0005364966,0.000670514,0.00224595,0.0003035912],"study_design_scores_gemma":[0.00043775,0.00006985813,0.9777559,0.0002907807,0.00006042475,8.603596e-7,0.0007568813,0.01740691,0.0002935756,0.000002991393,0.002641872,0.0002821681],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977922,0.0001241566,0.00002629327,0.0002184806,0.0006572244,0.0008101003,0.00002147966,0.0001947101,0.0001553074],"genre_scores_gemma":[0.996352,0.00002294594,0.003207421,0.00003662066,0.00008473745,0.0001781746,0.00001608489,0.00005477245,0.00004722502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0840685,"threshold_uncertainty_score":0.999988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01765622211872951,"score_gpt":0.2709443217916653,"score_spread":0.2532880996729358,"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."}}