{"id":"W4296826927","doi":"10.1017/s0269964822000316","title":"Preservation properties of some reliability classes by lifetimes of coherent and mixed systems and their signatures","year":2022,"lang":"en","type":"article","venue":"Probability in the Engineering and Informational Sciences","topic":"Statistical Distribution Estimation and Applications","field":"Mathematics","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Independent and identically distributed random variables; Component (thermodynamics); Reliability (semiconductor); Exponential function; Class (philosophy); Exponential distribution; Reliability theory; Mathematics; Applied mathematics; Statistical physics; Statistics; Computer science; Physics; Failure rate; Random variable; Mathematical analysis; Quantum mechanics","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":[0.002797191,0.0003687679,0.0004099952,0.001191281,0.0004999688,0.001160618,0.0007732866,0.0004829293,0.0008442103],"category_scores_gemma":[0.01661769,0.0002653924,0.0004740086,0.0006189534,0.001544595,0.002502625,0.0009159851,0.0008616204,0.0001888569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007508777,"about_ca_system_score_gemma":0.0006837633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006196281,"about_ca_topic_score_gemma":0.0003230676,"domain_scores_codex":[0.9985487,0.0003046239,0.0001129092,0.0003758092,0.0004988795,0.0001589957],"domain_scores_gemma":[0.9865249,0.005607701,0.004187867,0.00147162,0.001741944,0.000465944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005549367,0.0001720003,0.03181143,0.0004244432,0.0001475369,0.0008496959,0.002801437,0.1300146,0.06266531,0.6117741,0.001763365,0.1570212],"study_design_scores_gemma":[0.00004929658,0.0005688542,0.01540628,0.00007580491,0.0001044638,0.001897877,0.0007815593,0.6580609,0.03161479,0.2845255,0.006802559,0.000112074],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4704393,0.0009753385,0.5225032,0.0003840937,0.00003667042,0.00004923643,0.0002050724,0.0002680497,0.00513903],"genre_scores_gemma":[0.9736883,0.0002734328,0.02485552,0.00004617607,0.00006470345,0.00005184017,0.0001059995,0.00005185313,0.0008621344],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002797191,"threshold_uncertainty_score":0.0147931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04498806058397651,"score_gpt":0.2642856845625007,"score_spread":0.2192976239785242,"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."}}