{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000515549,0.0002314075,0.0002456554,0.0003361406,0.0001688183,0.00009823253,0.0004069067,0.000141664,0.000004753027],"category_scores_gemma":[0.0008507707,0.0002323935,0.0000805188,0.0008413616,0.00002476184,0.0002700866,0.00004001931,0.0002784877,0.00001382507],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007254286,"about_ca_system_score_gemma":0.0008168804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004867696,"about_ca_topic_score_gemma":0.0005001103,"domain_scores_codex":[0.9986348,0.000009993551,0.0003962428,0.0001839245,0.0004061773,0.000368819],"domain_scores_gemma":[0.9984894,0.00003723446,0.0001850786,0.0001641383,0.0008454852,0.0002787056],"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":[0.0000125528,0.0006096146,0.1291458,0.007061215,0.003082316,5.422173e-7,0.09474649,0.1782685,0.004587192,0.2061199,0.3742887,0.002077102],"study_design_scores_gemma":[0.00557333,0.00006696022,0.398876,0.00468073,0.0006866035,0.0001495181,0.05639355,0.06442212,0.02533028,0.007422165,0.4298566,0.006542151],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9674612,0.002605578,0.0004336398,0.007700306,0.00467542,0.001107176,0.0000184602,0.00088706,0.01511117],"genre_scores_gemma":[0.9837586,0.0001618522,0.01273762,0.0001207256,0.0001194268,0.000193832,0.00001856795,0.00006532418,0.002824049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2697302,"threshold_uncertainty_score":0.9965567,"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."}}