{"id":"W2044867396","doi":"10.1145/2676723.2677307","title":"An Experience Report","year":2015,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Scrum; Computer science; Software development; Software development process; Software engineering; Android (operating system); Personal software process; Java; Software project management; Software; Agile software development; Engineering management; Software construction; 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":[0.0004451092,0.00004104458,0.00004127246,0.0000234992,0.0000532685,0.0001662132,0.0004539703,0.00001701156,0.000004139005],"category_scores_gemma":[0.00008613945,0.00003339216,0.00001213944,0.0001073374,0.0000143179,0.0004410474,0.00005968999,0.00007277517,0.00004309142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001095146,"about_ca_system_score_gemma":0.00003665195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001416106,"about_ca_topic_score_gemma":0.000002576973,"domain_scores_codex":[0.9993924,0.00004156167,0.00007962501,0.0002034386,0.0001575957,0.0001253804],"domain_scores_gemma":[0.9992975,0.000008808388,0.00002724542,0.0004895037,0.00003257165,0.0001443986],"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":[0.000001474167,0.00008637262,0.02080906,0.000001152265,0.000002607896,0.0003833761,0.03264862,0.0002980278,0.000125548,0.04957753,0.001629053,0.8944372],"study_design_scores_gemma":[0.0001750333,0.0002012707,0.003702485,0.000004657454,9.204929e-7,0.0007605968,0.00144024,0.02892868,0.0005156882,0.0005794761,0.9634428,0.000248162],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08123156,0.0000137049,0.911526,0.0002923211,0.0002498699,0.00001924474,6.260331e-9,0.0006529619,0.006014308],"genre_scores_gemma":[0.7034636,5.020562e-8,0.2952483,0.00009316949,0.00002978618,0.000002759689,3.15254e-7,0.000001846043,0.001160172],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9618137,"threshold_uncertainty_score":0.1602798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05889765905683645,"score_gpt":0.3413556157387085,"score_spread":0.2824579566818721,"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."}}