{"id":"W4234855349","doi":"10.4018/978-1-60566-984-7.ch065","title":"Using the Social Web for Collaborations in Software Engineering Education","year":2010,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Social software; Software; Engineering; Selection (genetic algorithm); Engineering ethics; Computer science; Engineering management; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006619319,0.0002405082,0.0002529058,0.0001098424,0.0003032338,0.00005439765,0.0001992245,0.0005424528,0.00005388628],"category_scores_gemma":[0.0002305612,0.0002206731,0.00009705186,0.00005224364,0.00007092249,0.00001751508,0.00003007328,0.0008962395,0.00001634961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002360734,"about_ca_system_score_gemma":0.0006184353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008406776,"about_ca_topic_score_gemma":0.0001075317,"domain_scores_codex":[0.9989712,0.00009494004,0.0002898246,0.0002847998,0.0001165181,0.000242736],"domain_scores_gemma":[0.9991327,0.0001765527,0.0002055788,0.0002474219,0.0002110032,0.00002673781],"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":[0.00002068529,0.00001250259,0.00007507348,0.00002030459,0.00004804296,0.00000119846,0.001450899,0.00001199645,0.0002406533,0.9905405,0.001289731,0.006288399],"study_design_scores_gemma":[0.0009839147,0.00009487089,0.001847159,0.0003153779,0.0001923747,0.00004444405,0.0006859144,0.0001615892,0.00002737364,0.1407028,0.853939,0.001005189],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005321504,0.0001738095,0.0327803,0.0002020767,0.004953091,0.0009506654,0.0002348234,0.0001854099,0.9551983],"genre_scores_gemma":[0.39473,6.912344e-7,0.2544353,0.002002192,0.009043615,0.0005818722,0.0001126314,0.0003985588,0.3386952],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8526493,"threshold_uncertainty_score":0.899879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06754111468595794,"score_gpt":0.3959297267009191,"score_spread":0.3283886120149612,"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."}}