{"id":"W2970232980","doi":"10.35199/epde2019.15","title":"ASSESSMENT OF COLLABORATIVE DESIGN: A SOCIOCULTURAL APPROACH","year":2019,"lang":"en","type":"article","venue":"","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Sociocultural evolution; Social constructivism; Collaborative learning; Knowledge management; Activity theory; Process (computing); Learning theory; Computer science; Social learning; Management science; Process management; Engineering; Sociology; Pedagogy","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":[0.03276191,0.001523469,0.001089182,0.01343926,0.005743372,0.01744514,0.003805944,0.002798545,0.003357148],"category_scores_gemma":[0.0434069,0.0007250089,0.001255211,0.004056204,0.02246638,0.01410906,0.01498549,0.002779939,0.0005609334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0066785,"about_ca_system_score_gemma":0.006207457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002140752,"about_ca_topic_score_gemma":0.002556538,"domain_scores_codex":[0.936729,0.04549183,0.003208143,0.002590139,0.01109717,0.0008836397],"domain_scores_gemma":[0.9564987,0.02937979,0.002365001,0.003896389,0.006604446,0.001255667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004593479,0.0001781549,0.00590228,0.001092736,0.000130515,0.0007602127,0.1498377,0.003997893,0.002421221,0.671401,0.001546237,0.1626861],"study_design_scores_gemma":[0.00004178431,0.0002607531,0.004691398,0.002339116,0.0001032707,0.00184415,0.1109212,0.01538948,0.003416698,0.6171737,0.2436401,0.0001782865],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04820552,0.007723206,0.7796255,0.009493276,0.0005982034,0.001052068,0.00006523998,0.0002762293,0.1529608],"genre_scores_gemma":[0.6173201,0.005066699,0.3660787,0.0006897949,0.0002619281,0.001403675,0.0000742141,0.0001455036,0.008959424],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03276191,"threshold_uncertainty_score":0.1732637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09827182618193174,"score_gpt":0.4539705926413133,"score_spread":0.3556987664593816,"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."}}