{"id":"W1950634617","doi":"10.24908/pceea.v0i0.5891","title":"Developing Communication Skills during Undergraduate Studies: a Personalized Approach","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Accreditation; Communication skills; Class (philosophy); Portfolio; Wonder; Mathematics education; Soft skills; Computer science; Psychology; Medical education; Artificial intelligence; Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003301996,0.0005910568,0.000370976,0.001927298,0.001459105,0.00361054,0.001564147,0.001079059,0.00567196],"category_scores_gemma":[0.006271165,0.0004485787,0.0003758639,0.0009248221,0.0007552433,0.002183653,0.003892953,0.001179177,0.00182447],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001763086,"about_ca_system_score_gemma":0.002974864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00102727,"about_ca_topic_score_gemma":0.004658639,"domain_scores_codex":[0.9968116,0.001348999,0.000163495,0.0004652111,0.0009259834,0.0002846747],"domain_scores_gemma":[0.9953563,0.001610797,0.0003668818,0.0009164684,0.0006880137,0.001061631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001225315,0.003521498,0.01359531,0.0003044844,0.0000206837,0.0002324264,0.01197018,0.0008099715,0.007201117,0.003082959,0.005311753,0.9538271],"study_design_scores_gemma":[0.0006280527,0.006608073,0.3167812,0.001861829,0.0004680475,0.006324055,0.06575695,0.01960244,0.05201129,0.05265675,0.476771,0.0005303359],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5925012,0.00179301,0.2703525,0.005972091,0.0002663203,0.004184866,0.000378363,0.003478709,0.1210729],"genre_scores_gemma":[0.6575226,0.001866377,0.3058914,0.0008484906,0.0001453542,0.002539293,0.000428893,0.0001915229,0.03056619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9982369,"threshold_uncertainty_score":0.01897454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01419532221128694,"score_gpt":0.2317068129176285,"score_spread":0.2175114907063415,"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."}}