{"id":"W4206866705","doi":"","title":"Describing and Assessing Co‐Design Competences: Some Pre‐liminary Results","year":2014,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Design Education and Practice","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03019662,0.001319709,0.001009733,0.006737037,0.001824973,0.007847472,0.001808964,0.002173244,0.01025865],"category_scores_gemma":[0.1649948,0.0004784671,0.001536616,0.00513624,0.003302416,0.01140197,0.007850966,0.002092721,0.001635005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00316712,"about_ca_system_score_gemma":0.002947662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005979551,"about_ca_topic_score_gemma":0.00470137,"domain_scores_codex":[0.9640867,0.02049517,0.003222019,0.002787383,0.008449508,0.0009592259],"domain_scores_gemma":[0.5890513,0.3565364,0.004685067,0.02308116,0.02257775,0.004068376],"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":[0.002085093,0.005092476,0.1543446,0.005112571,0.0004896116,0.0005528226,0.05847636,0.01642078,0.01189274,0.02810273,0.004835677,0.7125945],"study_design_scores_gemma":[0.0004711304,0.005374201,0.3184815,0.004423968,0.00211478,0.002797243,0.1438736,0.1678167,0.0959042,0.1485671,0.1094361,0.0007393732],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6785758,0.004050823,0.2091956,0.001005096,0.0001101765,0.003133713,0.001443682,0.0008605888,0.1016245],"genre_scores_gemma":[0.905102,0.001321347,0.0854754,0.0001541252,0.00003294185,0.0008575516,0.001289,0.0001554503,0.005612268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03019662,"threshold_uncertainty_score":0.1596969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0458624733887931,"score_gpt":0.2647088007919639,"score_spread":0.2188463274031708,"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."}}