{"id":"W3136439925","doi":"10.1109/msr52588.2021.00057","title":"Revisiting Dockerfiles in Open Source Software Over Time","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Container (type theory); Computer science; Code (set theory); Open source software; Software; Order (exchange); Set (abstract data type); Open source; Containerization; Data science; World Wide Web; Software engineering; Operating system; Engineering; Programming language; Business","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":[],"consensus_categories":[],"category_scores_codex":[0.01091697,0.0005128591,0.0003853347,0.01588396,0.00139444,0.004838064,0.00124402,0.0007104331,0.002191738],"category_scores_gemma":[0.123442,0.0005006381,0.0006597926,0.01806262,0.002278624,0.007787843,0.002503942,0.001951644,0.001155388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00188222,"about_ca_system_score_gemma":0.001462285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01010482,"about_ca_topic_score_gemma":0.01245957,"domain_scores_codex":[0.99013,0.001264308,0.0009124436,0.001863241,0.005219865,0.000610246],"domain_scores_gemma":[0.8274943,0.07114498,0.03949096,0.01993984,0.03955033,0.002379531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002954265,0.0001698633,0.6999884,0.0008463141,0.0001412813,0.001457009,0.02082602,0.004876195,0.006102793,0.009423443,0.02500179,0.2308715],"study_design_scores_gemma":[0.00001068242,0.0001248075,0.855485,0.0004959668,0.00006653195,0.001470192,0.008878469,0.01106364,0.007952183,0.006091733,0.1081998,0.0001609947],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.949917,0.002511672,0.01706879,0.00257333,0.0004429377,0.00009066504,0.009313138,0.002871759,0.01521062],"genre_scores_gemma":[0.9666528,0.001017502,0.01428993,0.000271952,0.0002076573,0.00009704341,0.0111365,0.002244138,0.00408252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01588396,"threshold_uncertainty_score":0.0577352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01631945110210684,"score_gpt":0.2726925110140859,"score_spread":0.2563730599119791,"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."}}