{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002119347,0.0001006458,0.0001055455,0.0003782313,0.0001545723,0.0002473179,0.0007356806,0.0000482284,0.00001868274],"category_scores_gemma":[0.0004740794,0.00009313681,0.00005084118,0.0004364965,0.00001515696,0.0002797831,0.00009697794,0.0005687727,0.00002009377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001801603,"about_ca_system_score_gemma":0.00008054901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000619748,"about_ca_topic_score_gemma":0.000001678275,"domain_scores_codex":[0.9987703,0.00005311039,0.0003471995,0.0001758885,0.0003764081,0.0002770977],"domain_scores_gemma":[0.9972159,0.002202443,0.0001995702,0.0001961808,0.00007239374,0.0001134817],"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":[0.00005986331,0.0009267821,0.09022494,0.00003690338,0.00005679104,0.000221413,0.006809463,0.04396297,0.0001901515,0.420819,0.01725672,0.4194349],"study_design_scores_gemma":[0.0004903921,0.0002578243,0.5468373,0.000398812,0.000004228184,0.001156176,0.0001288231,0.05305158,0.0003538359,0.04767252,0.3491631,0.000485444],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2630156,0.0002108076,0.7223112,0.00648042,0.001420771,0.00005068112,1.161026e-7,0.0001144783,0.006395978],"genre_scores_gemma":[0.8209348,0.000007438812,0.1776504,0.0005703535,0.0007498889,5.269624e-7,2.518474e-7,0.000006927402,0.0000793691],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5579193,"threshold_uncertainty_score":0.3798009,"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."}}