{"id":"W4233272978","doi":"10.15572/enco2005.02","title":"The design of computer-supported collaborative learning environments in higher education","year":2005,"lang":"en","type":"article","venue":"Encounters in Theory and History of Education","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Human–computer interaction; Collaborative learning; Computer science; Psychology; Mathematics education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003260585,0.00007988197,0.000125889,0.0001875839,0.00004892657,0.000003304489,0.00008939991,0.00005974911,0.0002992058],"category_scores_gemma":[0.00008391082,0.00007196123,0.00001329682,0.0001315512,0.0002479225,0.00007359881,0.000009150421,0.0002400117,0.000004258695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003896164,"about_ca_system_score_gemma":0.0002775441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004603804,"about_ca_topic_score_gemma":0.00000431604,"domain_scores_codex":[0.9969109,0.00249018,0.0002818238,0.0001496994,0.0000712066,0.00009616513],"domain_scores_gemma":[0.9989387,0.0006182121,0.0002725372,0.0001245967,0.0000316556,0.00001433337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009952341,0.001604781,0.02509759,0.00003734271,0.00005786215,4.242751e-7,0.252137,0.00171054,0.006587013,0.1613009,0.009770399,0.5407009],"study_design_scores_gemma":[0.0007418427,0.0003853911,0.3731356,0.0001958637,0.00002182935,0.000003089109,0.02218369,0.0001467465,0.0001615934,0.004820426,0.5979673,0.0002366071],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9216036,0.008388904,0.01497699,0.0003813702,0.006186734,0.0004729879,0.000001029641,0.00001587953,0.04797257],"genre_scores_gemma":[0.9696839,0.00003037249,0.003018606,0.0001321734,0.00009487513,0.00003709229,0.000005545984,0.000008674562,0.02698875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5881969,"threshold_uncertainty_score":0.3276094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02824327125312658,"score_gpt":0.3375191295450126,"score_spread":0.309275858291886,"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."}}