{"id":"W4385469832","doi":"10.1007/s11831-023-09981-2","title":"State of the Practice for Lattice Boltzmann Method Software","year":2023,"lang":"en","type":"article","venue":"Archives of Computational Methods in Engineering","topic":"Mobile Crowdsensing and Crowdsourcing","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Documentation; Software engineering; Usability; Agile software development; Maintainability; Software; Correctness; Software documentation; Software development; Software quality; Software development process; Human–computer interaction; 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":[],"consensus_categories":[],"category_scores_codex":[0.01783001,0.001594528,0.002764103,0.002564747,0.002111942,0.01282523,0.009697508,0.007914338,0.02340654],"category_scores_gemma":[0.0733216,0.002676681,0.002354585,0.003846464,0.006318776,0.01252312,0.007794674,0.0138217,0.01833538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003974985,"about_ca_system_score_gemma":0.009050298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01039229,"about_ca_topic_score_gemma":0.005013535,"domain_scores_codex":[0.9790219,0.008314073,0.001311459,0.001971725,0.008538137,0.0008427064],"domain_scores_gemma":[0.9346599,0.03190356,0.0009201661,0.01877979,0.01174007,0.001996472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003679938,0.0003138587,0.001094624,0.001489379,0.0002234256,0.00007204464,0.0006627241,0.03655807,0.002650676,0.5127856,0.02979249,0.4139891],"study_design_scores_gemma":[0.0001211724,0.00007865509,0.0002489687,0.001104307,0.00005285419,0.0001086838,0.0001349486,0.2833756,0.004748015,0.4863792,0.2235229,0.0001246339],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.002512912,0.0106703,0.9555079,0.005424795,0.0007857832,0.000127055,0.0003527067,0.005726396,0.01889222],"genre_scores_gemma":[0.1044107,0.02079313,0.8472862,0.002523022,0.001751935,0.0009677566,0.001685374,0.006524164,0.01405778],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02340654,"threshold_uncertainty_score":0.0942952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02039388296657701,"score_gpt":0.3483428601665688,"score_spread":0.3279489771999918,"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."}}