{"id":"W2273310076","doi":"","title":"A Collaborative Learning Environment for Systems Analysis and Design","year":2003,"lang":"en","type":"article","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","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":[0.007942423,0.002453336,0.001730998,0.001900964,0.001888152,0.005337479,0.004781528,0.003086341,0.04486472],"category_scores_gemma":[0.02067785,0.002126347,0.003336341,0.001508515,0.001343915,0.004580443,0.006968027,0.005054288,0.01375148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007095946,"about_ca_system_score_gemma":0.002289128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001372452,"about_ca_topic_score_gemma":0.002254771,"domain_scores_codex":[0.9943558,0.002597483,0.0005762015,0.0007630612,0.001492274,0.0002152383],"domain_scores_gemma":[0.978515,0.01556401,0.0003636398,0.00369464,0.001088536,0.0007741107],"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":[0.0004966006,0.001586416,0.001167111,0.002361193,0.0005690272,0.0009577778,0.004172023,0.05836736,0.01480901,0.1770633,0.1001236,0.6383266],"study_design_scores_gemma":[0.001213879,0.0005393018,0.0006509336,0.0008159352,0.0002802939,0.0007592805,0.0003831564,0.2806687,0.01111339,0.2313886,0.4719802,0.0002063281],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0004906626,0.000042649,0.9872437,0.0001176345,0.00005050032,0.0002171196,0.000209739,0.008408093,0.003219911],"genre_scores_gemma":[0.007963432,0.00009526754,0.9844938,0.0001161479,0.00003436894,0.001496518,0.0008045289,0.001632159,0.003363733],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04486472,"threshold_uncertainty_score":0.1500874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1048835435880257,"score_gpt":0.3581776018820104,"score_spread":0.2532940582939846,"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."}}