{"id":"W4308713412","doi":"10.24908/pceea.vi.15950","title":"Joining students on their SLICCs journey","year":2022,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"University of Waterloo","keywords":"Excellence; Medical education; Psychology; Pedagogy; Engineering; Medicine; Political science","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":[0.00439292,0.001334387,0.0007998068,0.001437821,0.02004863,0.01522417,0.00251167,0.003640104,0.1647697],"category_scores_gemma":[0.01057739,0.0006133088,0.0010284,0.001335148,0.005426596,0.005634084,0.0267793,0.01142982,0.06845228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006471012,"about_ca_system_score_gemma":0.02424166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0207832,"about_ca_topic_score_gemma":0.0835278,"domain_scores_codex":[0.9916006,0.001200147,0.0001604414,0.0007834774,0.002902716,0.003352597],"domain_scores_gemma":[0.9338719,0.0004127737,0.000760889,0.000618671,0.005678154,0.05865759],"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":[0.00007969644,0.0003074859,0.005379163,0.00009259224,0.00001082825,0.000716911,0.02634485,0.00009984796,0.001252792,0.006078174,0.8766342,0.08300342],"study_design_scores_gemma":[0.000007366809,0.0001380464,0.001437561,0.00008411046,0.000004002554,0.0001989021,0.03410279,0.00006637043,0.0002072821,0.0009530032,0.962773,0.00002773647],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.139791,0.003394905,0.009414436,0.2684182,0.03458117,0.001376791,0.002261862,0.005840477,0.5349212],"genre_scores_gemma":[0.1397259,0.001818709,0.00794521,0.04763328,0.003850678,0.0006328049,0.002209729,0.001829724,0.794354],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1647697,"threshold_uncertainty_score":0.5512097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02338813727332352,"score_gpt":0.287590015298755,"score_spread":0.2642018780254315,"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."}}