{"id":"W3178266470","doi":"10.24908/pceea.vi0.14846","title":"TIPSHEETS FOR TEACHING GRADUATE ATTRIBUTES IN AN ONLINE ENVIRONMENT: FACULTY SUPPORT THAT IS ACCESSIBLE, CURRENT, RELEVANT, AND TANGIBLE","year":2021,"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 Alberta","funders":"University of Alberta","keywords":"Context (archaeology); Process (computing); Computer science; Iterative and incremental development; Graduate students; Quality (philosophy); Engineering education; Mathematics education; Engineering management; Psychology; Engineering; Pedagogy; Software engineering","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":[0.003713696,0.001043096,0.0004680032,0.002045871,0.001600105,0.003055468,0.001974766,0.001431487,0.06350964],"category_scores_gemma":[0.01564739,0.0003881962,0.0004895959,0.001307616,0.0009480688,0.003711801,0.004458712,0.003070028,0.01537147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001151647,"about_ca_system_score_gemma":0.005107782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001279163,"about_ca_topic_score_gemma":0.009230858,"domain_scores_codex":[0.9976944,0.0005164745,0.000134051,0.0001210416,0.001333436,0.0002005302],"domain_scores_gemma":[0.9864868,0.004203806,0.0009224951,0.0009554069,0.001641256,0.005790425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001039699,0.0008887611,0.001161293,0.0005057565,0.000009567879,0.000327578,0.001674475,0.0002824602,0.006613694,0.003127034,0.2891147,0.6961907],"study_design_scores_gemma":[0.0001778342,0.001214996,0.0136631,0.001060204,0.00004263435,0.002067671,0.004107795,0.001564188,0.009755556,0.0157947,0.9503659,0.0001854594],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1462428,0.005051418,0.2493599,0.07244661,0.0138102,0.004325308,0.003582947,0.03540788,0.469773],"genre_scores_gemma":[0.1400094,0.007079371,0.5827638,0.008029685,0.002329222,0.002121198,0.003124503,0.002786779,0.251756],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06350964,"threshold_uncertainty_score":0.2124609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0393217342698723,"score_gpt":0.2666805812716995,"score_spread":0.2273588470018272,"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."}}