{"id":"W3035825432","doi":"10.24908/pceea.vi0.14185","title":"INTERNATIONAL FIELD SCHOOL FOR FIRST-YEAR ENGINEERING STUDENTS","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":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Island University","funders":"Trường Đại học Trà Vinh; Vancouver Island University","keywords":"Curriculum; Pedagogy; Engineering education; Field (mathematics); Discipline; Cultural diversity; Medical education; Mathematics education; Psychology; Political science; Sociology; Engineering; Medicine; Social science; Engineering management","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":[0.0001803173,0.0001867282,0.0001634082,0.0001940727,0.00008241345,0.000142212,0.0005499474,0.0001428177,0.00009297092],"category_scores_gemma":[0.001463808,0.0002032855,0.0001032525,0.0004073336,0.000003800702,0.000241575,0.00003049133,0.0002343539,0.00002216115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001535582,"about_ca_system_score_gemma":0.0002185513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001563071,"about_ca_topic_score_gemma":0.0001653907,"domain_scores_codex":[0.9988549,0.000001296158,0.0003149625,0.0001787608,0.0003498196,0.0003002973],"domain_scores_gemma":[0.9990546,0.00005223638,0.0001027052,0.00007904595,0.0003566729,0.0003547048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009272012,0.0001147779,0.2069111,0.001648704,0.0007117561,1.53816e-7,0.003263392,0.09841941,0.005087147,0.01152753,0.6713361,0.0009706352],"study_design_scores_gemma":[0.0007631332,0.00003957023,0.1054315,0.0003488541,0.00008312979,0.000002882075,0.0004606076,0.06578552,0.008753818,0.00005750191,0.817441,0.000832458],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8232609,0.0006093981,0.006886289,0.09529221,0.04195307,0.005026073,0.0002920683,0.002945115,0.02373487],"genre_scores_gemma":[0.9931684,0.00003072758,0.004748487,0.0005225875,0.000610158,0.0002195173,0.00001783119,0.00006738473,0.0006149123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1699075,"threshold_uncertainty_score":0.8289744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004563524089934752,"score_gpt":0.1988070899480475,"score_spread":0.1942435658581128,"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."}}