{"id":"W4410590473","doi":"10.12968/s1478-2774(25)50040-6","title":"Precision Redefined","year":2025,"lang":"en","type":"article","venue":"Aerospace Testing International","topic":"Scientific Measurement and Uncertainty Evaluation","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01934746,0.00198589,0.001227009,0.007373577,0.008768662,0.02497505,0.004308878,0.007428626,0.02920061],"category_scores_gemma":[0.03366525,0.001371186,0.001651778,0.00569498,0.01943375,0.009842924,0.0082544,0.01203054,0.006866746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08644468,"about_ca_system_score_gemma":0.1519188,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7221636,"about_ca_topic_score_gemma":0.6862957,"domain_scores_codex":[0.9545221,0.002681882,0.00131049,0.004882609,0.03251058,0.004092347],"domain_scores_gemma":[0.9365805,0.006011228,0.001365064,0.006021808,0.04587372,0.004147678],"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":[0.0001187128,0.00004541187,0.0009332375,0.0003487922,0.00003009194,0.000166214,0.001383167,0.00121604,0.002437691,0.6659491,0.1717856,0.1555859],"study_design_scores_gemma":[0.00001987517,0.00005034069,0.00143499,0.0002970779,0.00002025728,0.00009374719,0.0003700382,0.0003751505,0.00138456,0.01729245,0.9785855,0.00007595979],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01554363,0.03391358,0.04991137,0.1153737,0.02828568,0.0002773564,0.001837072,0.003135564,0.7517221],"genre_scores_gemma":[0.162208,0.01702024,0.05690562,0.0688427,0.004070213,0.0002223842,0.001252112,0.001798693,0.6876801],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7221636,"threshold_uncertainty_score":0.627203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.298782820114047,"score_gpt":0.4583689498688213,"score_spread":0.1595861297547743,"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."}}