{"id":"W4254064458","doi":"10.1145/1227504.1227421","title":"DrProject","year":2007,"lang":"en","type":"article","venue":"ACM SIGCSE Bulletin","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Software engineering; Software; World Wide Web; Multimedia; Programming language","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":[0.0008220093,0.0000948279,0.00008140601,0.00007652785,0.00005671838,0.00008242336,0.001145414,0.00005706977,0.0001096212],"category_scores_gemma":[0.0007189818,0.00008730501,0.000040235,0.0002120246,0.00001351438,0.0001014766,0.0003592434,0.0001473317,0.0003890221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001918549,"about_ca_system_score_gemma":0.00001419568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004780849,"about_ca_topic_score_gemma":0.000001417832,"domain_scores_codex":[0.9992072,0.00001879227,0.000136316,0.0002232744,0.0001630299,0.0002513812],"domain_scores_gemma":[0.9983678,0.000674487,0.00004874551,0.0008116236,0.00003213382,0.00006518841],"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":[0.0000383898,0.000162924,0.002297443,0.00003812012,0.00004370039,0.0004627787,0.001004887,0.00004863717,0.001503827,0.0649191,0.3722467,0.5572335],"study_design_scores_gemma":[0.00008597018,0.00006047749,0.001444413,0.000009108701,0.000002213647,0.00003877146,0.000005861149,0.0001077914,0.007493029,0.001797858,0.9887998,0.000154715],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005889701,0.0001450823,0.9807994,0.004849831,0.0003240946,0.00009610711,3.792666e-7,0.001318388,0.006577035],"genre_scores_gemma":[0.3302428,0.00002475667,0.6679314,0.0009337356,0.0001234488,0.000007567451,7.192473e-7,0.00001155183,0.0007240615],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6165531,"threshold_uncertainty_score":0.5000222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01547615213130803,"score_gpt":0.2689656342886264,"score_spread":0.2534894821573183,"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."}}