{"id":"W1026467523","doi":"","title":"An Environment for Project-Based Collaborative Learning of Software Design Patterns*","year":2011,"lang":"en","type":"article","venue":"","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Computer science; Process (computing); Exploit; Software engineering; Curriculum; Active learning (machine learning); Project-based learning; Software; Collaborative learning; Learning environment; Knowledge management; Human–computer interaction; Artificial intelligence; Mathematics education; Psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003248081,0.00008393262,0.0001019782,0.00006854651,0.0001082782,0.00004950574,0.0003547286,0.00003189711,0.0001480235],"category_scores_gemma":[0.00004704714,0.00007390639,0.00002553996,0.0001346071,0.0000206132,0.0003070246,0.00003522867,0.00006862373,0.00001709951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002466957,"about_ca_system_score_gemma":0.0001768506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005801901,"about_ca_topic_score_gemma":0.000002463461,"domain_scores_codex":[0.9991858,0.0001610869,0.000145172,0.000238093,0.0001199856,0.0001498451],"domain_scores_gemma":[0.9994555,0.00009991525,0.0001099851,0.0002080112,0.00007540179,0.0000512454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005322531,0.004840063,0.2757654,0.0004281644,0.0002181638,0.00001195203,0.2174657,0.046464,0.0102734,0.08282434,0.009852543,0.351324],"study_design_scores_gemma":[0.003947355,0.01132088,0.06540246,0.0001514855,0.00005609501,0.000004981604,0.05638941,0.5109673,0.3073939,0.0006680528,0.04195924,0.001738848],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006083108,0.000005771336,0.9922627,0.00005312713,0.00006264537,0.0004099729,0.000001115443,0.00007970567,0.001041882],"genre_scores_gemma":[0.5335381,0.000001914157,0.4659306,0.00007393848,0.000008621791,0.00006410115,0.000004141082,0.000006108373,0.0003724593],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.527455,"threshold_uncertainty_score":0.3013815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05435569573831085,"score_gpt":0.2816515850617015,"score_spread":0.2272958893233906,"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."}}