{"id":"W4385692580","doi":"10.46254/sa04.20230110","title":"Agile Course Planning in Educational Programs","year":2023,"lang":"en","type":"article","venue":"","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Course (navigation); Agile software development; Computer science; Software engineering; Engineering management; 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":[0.0001947116,0.00003682342,0.00003458764,0.0000657916,0.00001884115,0.00006637265,0.0002544769,0.00001913936,0.00001786853],"category_scores_gemma":[0.00003443324,0.00003404198,0.00001047872,0.0004808766,0.000004786371,0.000260077,0.00006802659,0.00006062897,0.00008125849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009023858,"about_ca_system_score_gemma":0.00003389418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002661006,"about_ca_topic_score_gemma":0.000002139974,"domain_scores_codex":[0.9996223,0.000008375865,0.00006067647,0.0001088371,0.00008416537,0.0001155921],"domain_scores_gemma":[0.9996688,0.000139271,0.00001395731,0.0001426791,0.00001164015,0.00002361225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000003275559,0.0002654567,0.200797,0.00003724465,0.00001721463,0.000103792,0.002290908,0.004493119,0.0001234674,0.4029774,0.09895296,0.2899381],"study_design_scores_gemma":[0.0002729453,0.0001337498,0.4372445,0.0001283425,0.000003236283,0.00005196447,0.0001124638,0.2966647,0.0005006065,0.04770631,0.2166619,0.0005193859],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.116285,0.0002082581,0.8482139,0.01422472,0.001014982,0.0003126152,5.806622e-7,0.005442929,0.01429702],"genre_scores_gemma":[0.7695504,0.000007501591,0.2288459,0.000126496,0.00005552504,0.00006183323,0.000006711844,0.000005658786,0.001339904],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6532654,"threshold_uncertainty_score":0.1388192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04023875034622982,"score_gpt":0.3345912502402505,"score_spread":0.2943524998940207,"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."}}