{"id":"W1990575811","doi":"10.1145/1227846.1227848","title":"ClassCompass","year":2007,"lang":"en","type":"article","venue":"Journal on Educational Resources in Computing","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Software engineering; Computer science; Set (abstract data type); Software; Quality (philosophy); Work (physics); Software peer review; Software design; Software construction; Engineering management; Software development; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001296112,0.001085452,0.001179607,0.001614072,0.002333308,0.005955722,0.003133199,0.001702539,0.7665361],"category_scores_gemma":[0.006113291,0.0005171886,0.001036732,0.001181998,0.0004620932,0.003178056,0.006005738,0.002429175,0.568177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001318959,"about_ca_system_score_gemma":0.002379639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001187302,"about_ca_topic_score_gemma":0.00228298,"domain_scores_codex":[0.9978451,0.0002443071,0.0001220954,0.0006318752,0.0008471863,0.0003095086],"domain_scores_gemma":[0.9958799,0.0004108533,0.0001583056,0.0008366178,0.001376138,0.001338208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002161337,0.000230599,0.0005681441,0.0001760664,0.000007423503,0.00009711966,0.0003191232,0.0000896136,0.000967736,0.008248309,0.7895609,0.1995189],"study_design_scores_gemma":[0.00002358041,0.00003293196,0.0005032726,0.00003884232,0.000003011116,0.00006127362,0.00008167444,0.00008459115,0.000325335,0.001588463,0.9972495,0.000007585331],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.004370889,0.0007471678,0.01541903,0.004904216,0.006337957,0.0009745867,0.01373008,0.01888965,0.9346265],"genre_scores_gemma":[0.01778654,0.0004765338,0.009321585,0.002639351,0.0009089513,0.0007718478,0.01126933,0.00386038,0.9529656],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.7665361,"threshold_uncertainty_score":0.3330079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0167428010374748,"score_gpt":0.3242888517444701,"score_spread":0.3075460507069953,"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."}}