{"id":"W4284663063","doi":"10.1145/3510003.3510131","title":"ShellFusion","year":2022,"lang":"en","type":"article","venue":"Proceedings of the 44th International Conference on Software Engineering","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Shell (structure); Unix; Task (project management); Operating system; Programming language; World Wide Web; Software; 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":[0.0003337445,0.0001195944,0.000122458,0.000121969,0.0001579414,0.00006505806,0.001946711,0.00002788497,0.00008739231],"category_scores_gemma":[0.0002224695,0.00009232408,0.00009330871,0.0003077335,0.00001998486,0.0002908291,0.0009432058,0.0002722074,0.00000738146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001290588,"about_ca_system_score_gemma":0.00004463301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006997368,"about_ca_topic_score_gemma":8.827342e-8,"domain_scores_codex":[0.9986748,0.000004857015,0.0002384842,0.0002534736,0.0006709672,0.0001574531],"domain_scores_gemma":[0.9993512,0.00003838483,0.0001477748,0.0001805123,0.0002452383,0.00003690295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007011387,0.00028853,0.09707121,0.0002588881,0.0001210701,0.000002560252,0.002422562,0.01843834,0.01275441,0.8540961,0.003642781,0.01083347],"study_design_scores_gemma":[0.001958722,0.0007900547,0.1027845,0.0008405638,0.0000299364,0.0002200479,0.0006920259,0.7729409,0.05956761,0.01129094,0.04733209,0.001552635],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9451616,0.00004893392,0.04011514,0.002278862,0.00587052,0.0004583797,0.00002232883,0.0006745012,0.005369763],"genre_scores_gemma":[0.9915187,0.00000611164,0.007906896,0.0001044195,0.00005807606,0.00005516175,9.587318e-7,0.000009026616,0.0003406313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8428051,"threshold_uncertainty_score":0.3764867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01502271930281081,"score_gpt":0.2206747367440358,"score_spread":0.205652017441225,"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."}}