{"id":"W3177602129","doi":"10.24908/pceea.vi0.14886","title":"INTEGRATING LEARNING OBJECTIVES IN A MULTI-SEMESTER SUSTAINABLE CONSERVATION DESIGN PROJECT FOR FIRST-YEAR STUDENTS DURING A PANDEMIC","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"University of Prince Edward Island","keywords":"Project-based learning; Engineering management; Engineering; Mathematics education; Psychology","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":[0.0005624056,0.0001722956,0.000190407,0.0003106006,0.0001549941,0.0001361024,0.0002007486,0.0001854748,0.000005150645],"category_scores_gemma":[0.002279647,0.0001817389,0.00006925489,0.0008390133,0.00001055997,0.0002872605,0.00002566485,0.0003303569,0.000001197829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002964175,"about_ca_system_score_gemma":0.0006062786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002113981,"about_ca_topic_score_gemma":0.003513732,"domain_scores_codex":[0.9987991,0.00001127594,0.0003350137,0.0002043144,0.0002342825,0.0004159804],"domain_scores_gemma":[0.9990528,0.0001109588,0.000126153,0.00007248127,0.0005352424,0.0001023199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001370584,0.0002114973,0.9176661,0.00547879,0.0002286281,6.648276e-7,0.0109224,0.04176197,0.01335037,0.001588509,0.008266218,0.0005111094],"study_design_scores_gemma":[0.001511906,0.00004124069,0.8182048,0.001252226,0.00007324987,0.00001157572,0.009586561,0.1476202,0.009006911,0.0001859598,0.01175433,0.0007510136],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951674,0.0001932742,0.001705239,0.0007454137,0.0009114644,0.0008915972,0.000008551829,0.0002087882,0.000168278],"genre_scores_gemma":[0.9914537,0.00003849584,0.005570041,0.00003419557,0.0001062875,0.0003847968,0.00001413837,0.00005217377,0.002346144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1058583,"threshold_uncertainty_score":0.7751213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01217144569115319,"score_gpt":0.2382157203073562,"score_spread":0.226044274616203,"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."}}