{"id":"W4386220500","doi":"10.36315/2023v2end008","title":"CREATIVE SPACES TO DEVELOP DIGITAL COMPETENCE: CHALLENGES IN A UNIVERSITY COURSE","year":2023,"lang":"en","type":"article","venue":"Education and new developments","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Course (navigation); Competence (human resources); Computer science; Mathematics education; Multimedia; Human–computer interaction; Engineering; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.00004285964,0.00008484347,0.00007241505,0.000167613,0.00003000139,0.00002759212,0.00006374376,0.00002764351,0.00001503897],"category_scores_gemma":[0.00002865604,0.000102871,0.000004575524,0.0005124385,0.000007732445,0.0001441403,0.00003799491,0.0000598998,0.0001400446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001188421,"about_ca_system_score_gemma":0.0001499472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009739665,"about_ca_topic_score_gemma":0.00001032259,"domain_scores_codex":[0.9995945,0.000005354356,0.00006988125,0.0001224971,0.00007197202,0.000135805],"domain_scores_gemma":[0.9997968,0.00002051862,0.000007960348,0.00004779938,0.00002059773,0.0001063454],"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":[0.00002895425,0.0002098316,0.1120713,0.0002385712,0.0001526281,0.0000331309,0.1285942,0.01285246,0.002327995,0.003973483,0.02766023,0.7118572],"study_design_scores_gemma":[0.0002490019,0.0000114715,0.8719342,0.0001728943,0.000001572206,0.00000433434,0.01865124,0.0004311101,0.0006648181,0.00004831651,0.1075584,0.0002727004],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769866,0.0004956252,0.0001533429,0.0005426081,0.000473862,0.0001342368,0.000001995666,0.0003155138,0.02089621],"genre_scores_gemma":[0.9911734,0.0003928789,0.004747882,0.00001694339,0.00002410032,0.000005070233,0.00001772656,0.00001494896,0.003606994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7598628,"threshold_uncertainty_score":0.4194957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02722605546630895,"score_gpt":0.2571141295094038,"score_spread":0.2298880740430948,"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."}}