{"id":"W2245658783","doi":"10.18260/1-2--19285","title":"CAPSTONE PROJECTS: UNLEASHING IMAGINATION AND ENGAGING MINDS","year":2020,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Western University","funders":"","keywords":"Capstone; Set (abstract data type); Capstone course; Computer science; Face (sociological concept); Mathematics education; Engineering ethics; Engineering; Psychology; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.00004649935,0.00006916936,0.0000599696,0.00004228285,0.00002356122,0.00003401691,0.00003735894,0.00002290429,0.00007568522],"category_scores_gemma":[0.00003388858,0.0000724085,0.000009507325,0.0001029582,0.000007968163,0.0001259384,0.000008703064,0.0001081202,0.00002241033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001617532,"about_ca_system_score_gemma":0.000008902146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009352445,"about_ca_topic_score_gemma":0.000002060444,"domain_scores_codex":[0.9996848,0.000005903641,0.00007538058,0.00008599643,0.00005024432,0.0000977485],"domain_scores_gemma":[0.9998388,0.00002070788,0.000005515079,0.00004840726,0.00001385309,0.00007272556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001784206,0.00008386088,0.01632569,0.002735563,0.0002376077,0.00002890137,0.1463575,0.1026306,0.3134965,0.02842248,0.08878419,0.3008792],"study_design_scores_gemma":[0.0006271759,0.00003629406,0.007710586,0.00003918135,0.00002274876,0.00002411956,0.004020497,0.8442714,0.02739183,0.00007615829,0.1151902,0.0005898486],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.797074,0.001933312,0.1168212,0.00876038,0.0008206595,0.0003024507,0.000004705582,0.002371855,0.0719114],"genre_scores_gemma":[0.9962351,0.00003409936,0.00313125,0.0002857769,0.0001177583,0.000006347632,0.000005424883,0.00001800453,0.0001662524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7416407,"threshold_uncertainty_score":0.2952733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02382612747810042,"score_gpt":0.2243214507564601,"score_spread":0.2004953232783596,"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."}}