{"id":"W2156517224","doi":"10.1145/2207676.2208549","title":"Delta","year":2012,"lang":"en","type":"article","venue":"","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Autodesk (Canada)","funders":"National Science Foundation","keywords":"Workflow; Computer science; Task (project management); Set (abstract data type); Visualization; Software; Information retrieval; Data mining; Software engineering; Database; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001924069,0.001478017,0.0007173222,0.00427077,0.0007335201,0.002547841,0.001994509,0.0009662253,0.1571656],"category_scores_gemma":[0.008862832,0.001000482,0.000945857,0.003560937,0.0003552003,0.00371543,0.002286069,0.001614396,0.0535149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008013284,"about_ca_system_score_gemma":0.001618401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002546103,"about_ca_topic_score_gemma":0.006654921,"domain_scores_codex":[0.9991989,0.0001794713,0.0001069744,0.0001943305,0.0002468465,0.00007356339],"domain_scores_gemma":[0.9953833,0.002469926,0.0001891025,0.0008990818,0.0007902705,0.0002682009],"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":[0.0006148511,0.00014877,0.001339119,0.001537133,0.00005918316,0.000210054,0.0008404956,0.001827687,0.004642893,0.01477499,0.6543762,0.3196287],"study_design_scores_gemma":[0.0001262169,0.00009438964,0.001701196,0.000201887,0.00002543721,0.0003453331,0.0001896046,0.00739135,0.00516571,0.01368922,0.9710046,0.00006500477],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.009223171,0.001098333,0.2819911,0.001286635,0.0008462048,0.0007881574,0.1457215,0.4762525,0.08279231],"genre_scores_gemma":[0.05242449,0.001490953,0.4815114,0.001170085,0.000253409,0.001817239,0.2329959,0.09436049,0.133976],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8428344,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3173045230653989,"score_gpt":0.4492981695562825,"score_spread":0.1319936464908836,"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."}}