{"id":"W1983941918","doi":"10.1177/1548512912459688","title":"The Generic Methodology for Verification and Validation to support acceptance of models, simulations and data","year":2012,"lang":"en","type":"article","venue":"The Journal of Defense Modeling and Simulation Applications Methodology Technology","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Computer science; Interoperability; Reuse; Acceptance testing; Process (computing); Structuring; Argumentation theory; Domain (mathematical analysis); Software engineering; Work (physics); Verification and validation; Process management; Systems engineering; Engineering; Operations management; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.06606004,0.00292837,0.002104261,0.007338167,0.002570519,0.01176078,0.007580828,0.006899204,0.00982176],"category_scores_gemma":[0.08886796,0.002075796,0.00666542,0.003803423,0.01010715,0.01043177,0.009400632,0.009824621,0.00843689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004547352,"about_ca_system_score_gemma":0.01942365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004657004,"about_ca_topic_score_gemma":0.002555977,"domain_scores_codex":[0.9229076,0.03723231,0.009363671,0.006465251,0.0216797,0.002351539],"domain_scores_gemma":[0.9087608,0.03457395,0.005230811,0.03021013,0.01976606,0.001458165],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005422308,0.0001025092,0.0008100474,0.001522155,0.0001920427,0.0004609417,0.00132355,0.01151427,0.003077951,0.8781189,0.00999793,0.09282556],"study_design_scores_gemma":[0.000121642,0.0002940874,0.000835211,0.002869136,0.000224984,0.001407607,0.0004966967,0.05402641,0.01109823,0.4833728,0.445047,0.0002061461],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000523188,0.0003977913,0.9884271,0.0006629156,0.0002202096,0.0008410463,0.0002292671,0.001676096,0.00702229],"genre_scores_gemma":[0.01650622,0.0007266426,0.9748842,0.0007386073,0.0002116545,0.001877725,0.0008932173,0.0007247041,0.003437127],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9339399,"threshold_uncertainty_score":0.3493631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6113254439311766,"score_gpt":0.5289732677680923,"score_spread":0.08235217616308432,"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."}}