{"id":"W4291414058","doi":"10.3390/software1030014","title":"An Automated Tool for Upgrading Fortran Codes","year":2022,"lang":"en","type":"article","venue":"Software","topic":"Software Engineering Research","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; British Columbia Institute of Technology; Langara College","funders":"","keywords":"Python (programming language); Computer science; Fortran; Code refactoring; Software portability; Programming language; Software; Coding (social sciences); 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":[0.0004925102,0.0001187834,0.0001340583,0.0001599606,0.0004531673,0.0001513684,0.001211112,0.00003115335,0.000038333],"category_scores_gemma":[0.0004806473,0.0001315246,0.00007101909,0.0005049899,0.00001862703,0.0003630803,0.0002540097,0.000173671,0.000008485807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001347759,"about_ca_system_score_gemma":0.0001108649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001263243,"about_ca_topic_score_gemma":0.000001481713,"domain_scores_codex":[0.9985732,0.00005140954,0.0001522019,0.0003906345,0.0003993502,0.000433217],"domain_scores_gemma":[0.9985175,0.0006611627,0.00003109739,0.000623282,0.0000691898,0.00009772961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001518225,0.001063075,0.2815249,0.0007809643,0.0003324909,0.0003638826,0.01069252,0.1819704,0.008671871,0.05412407,0.1035046,0.3568194],"study_design_scores_gemma":[0.001442728,0.001076692,0.04600562,0.00002678266,0.00001330749,0.0001131273,0.000114315,0.9088913,0.002647559,0.006322484,0.03239764,0.0009484781],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1343872,0.00007655595,0.8591402,0.0001353204,0.0004254685,0.0003652462,0.0000515901,0.005412452,0.000006029996],"genre_scores_gemma":[0.8081423,7.899103e-7,0.1911522,0.0001104847,0.00005070315,0.0003681885,0.00003515137,0.00002896107,0.0001112641],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7269208,"threshold_uncertainty_score":0.5363418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01862807564323541,"score_gpt":0.3013823638085817,"score_spread":0.2827542881653463,"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."}}