{"id":"W2205453709","doi":"","title":"Describing and assessing co-design competences","year":2014,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"E-Learning and Knowledge Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Portfolio; Knowledge management; Perspective (graphical); Process (computing); Set (abstract data type); Computer science; Engineering management; Process management; Management science; Engineering; Business; Artificial intelligence","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":[0.006796167,0.000934645,0.0005691195,0.007249856,0.001182615,0.007277896,0.001156666,0.002247191,0.006034726],"category_scores_gemma":[0.06302355,0.0005476145,0.001019521,0.004103219,0.002071317,0.009519032,0.005731869,0.001434239,0.001173674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002577038,"about_ca_system_score_gemma":0.003575753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006664975,"about_ca_topic_score_gemma":0.005635238,"domain_scores_codex":[0.986383,0.005750489,0.0012671,0.002055936,0.003907529,0.0006359589],"domain_scores_gemma":[0.9383234,0.03959865,0.005047714,0.008563708,0.006768345,0.001698046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004708428,0.0009700942,0.1472448,0.001776835,0.0002826263,0.0007501091,0.02256594,0.04336843,0.01560908,0.2088348,0.0055196,0.5526069],"study_design_scores_gemma":[0.0001471038,0.000701739,0.08768389,0.001829777,0.0003688625,0.001576562,0.02865702,0.380556,0.03558463,0.3384004,0.1241686,0.0003255047],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4874172,0.0009525472,0.4598511,0.0009520642,0.00005959612,0.000972996,0.001457883,0.001010834,0.04732571],"genre_scores_gemma":[0.8301753,0.0003514491,0.1620361,0.00004401775,0.00001255508,0.0003298322,0.002030291,0.0001381087,0.004882403],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.007277896,"threshold_uncertainty_score":0.03594202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0965035727604698,"score_gpt":0.3376308737045638,"score_spread":0.2411273009440941,"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."}}