{"id":"W3173419159","doi":"10.1145/3456565.3460067","title":"Project-based Learning of Web Systems Architecture","year":2021,"lang":"en","type":"article","venue":"","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Context (archaeology); Project-based learning; Architecture; Knowledge management; Project management; World Wide Web; Software engineering; Multimedia; Mathematics education; Engineering; Psychology; Systems engineering","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":[0.0001705476,0.00005673175,0.00009014462,0.00005855373,0.000023261,0.00006685207,0.0002372525,0.00003422932,0.000008489298],"category_scores_gemma":[0.0001398967,0.00004754663,0.00003314553,0.0003165557,0.000006532142,0.00009228262,0.0000715789,0.0001317899,0.000002575837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000696607,"about_ca_system_score_gemma":0.0001287744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003872659,"about_ca_topic_score_gemma":0.000001254664,"domain_scores_codex":[0.9994746,0.00005656434,0.0001015156,0.0001430145,0.0001296278,0.0000947222],"domain_scores_gemma":[0.9993994,0.000204608,0.00004874273,0.0002621612,0.00006616844,0.00001888402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002998756,0.0004136091,0.01042183,0.001771019,0.000184991,0.000455056,0.001885357,0.2800338,0.0560067,0.4590929,0.03468909,0.1550156],"study_design_scores_gemma":[0.0001874614,0.0001310688,0.000173682,0.0000994778,0.000006349007,0.00006879376,0.00002964662,0.5410616,0.03567547,0.0001336814,0.4222242,0.0002085292],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001745366,0.000262358,0.9939914,0.0002243583,0.0001388022,0.00005647318,3.851291e-7,0.0006006034,0.002980248],"genre_scores_gemma":[0.5745028,0.000008680984,0.4247732,0.00004503274,0.0000234386,0.00001010599,0.00000126207,0.000005694306,0.0006298289],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5727574,"threshold_uncertainty_score":0.1938895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01528660667277676,"score_gpt":0.2559315327395768,"score_spread":0.2406449260668,"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."}}