{"id":"W4407080208","doi":"10.1007/s11661-025-07693-9","title":"Rate Your Sensitivity—The m’s Have It","year":2025,"lang":"en","type":"article","venue":"Metallurgical and Materials Transactions A","topic":"Construction Engineering and Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Sensitivity (control systems); 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005377292,0.001295522,0.0009648004,0.002172924,0.003023581,0.01094951,0.001090733,0.004851039,0.2853385],"category_scores_gemma":[0.106257,0.0005917224,0.001069221,0.0007935457,0.001370655,0.005244834,0.003920088,0.006853492,0.2618957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001525505,"about_ca_system_score_gemma":0.001340768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003168475,"about_ca_topic_score_gemma":0.002952423,"domain_scores_codex":[0.9925926,0.001546794,0.0003617127,0.0005247953,0.00419809,0.0007759792],"domain_scores_gemma":[0.9416527,0.006371181,0.003027871,0.00364087,0.03665795,0.008649618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001544885,0.00003853627,0.00103164,0.00004070994,0.00001173521,0.00007847398,0.00015777,0.00005159487,0.0005055224,0.001916602,0.9621815,0.03383159],"study_design_scores_gemma":[0.00003709142,0.0001000246,0.003026093,0.0001757315,0.00002097653,0.0004140217,0.001107898,0.0004224498,0.0008533244,0.004100829,0.9896539,0.00008766558],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008548226,0.003020764,0.01128814,0.3044083,0.1610286,0.0003711328,0.002154091,0.007577654,0.5016031],"genre_scores_gemma":[0.06057515,0.001678624,0.009069068,0.08749735,0.0313131,0.0003470086,0.000787997,0.003007955,0.8057237],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2853385,"threshold_uncertainty_score":0.9545522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008471749706607985,"score_gpt":0.2078659094244775,"score_spread":0.1993941597178695,"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."}}