{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001022607,0.00005062205,0.00009375726,0.00002882031,0.0001155403,0.00002475783,0.00008859759,0.00001470476,0.000003620579],"category_scores_gemma":[0.0007278789,0.00003109469,0.000008472173,0.0001376795,0.0002195866,0.0002260865,0.00005096204,0.00006228816,3.091238e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001327601,"about_ca_system_score_gemma":0.00002138762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002688082,"about_ca_topic_score_gemma":6.964348e-7,"domain_scores_codex":[0.9993829,0.00005019524,0.0002743776,0.00006873237,0.0001665147,0.00005734566],"domain_scores_gemma":[0.999249,0.0005405062,0.0000870358,0.00006143167,0.00004661208,0.00001534496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000008560721,0.00009151951,0.0006014626,0.0007579435,0.000005224209,5.115769e-9,0.002126811,0.04990662,0.0008515287,0.9450148,0.0002365949,0.0003989228],"study_design_scores_gemma":[0.0001488375,0.00008414343,0.008204592,0.00004571374,0.000005287677,0.000002612804,0.00200196,0.887619,0.000904712,0.1005068,0.0003931203,0.00008320653],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971217,0.0003963015,0.001453069,0.0005045889,0.00001541261,0.0003281666,0.000130549,0.00001088519,0.00003930778],"genre_scores_gemma":[0.9994593,0.00001241314,0.0003923901,0.00001004223,0.000002576698,0.0001102746,0.000009802128,8.900533e-7,0.000002374046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.844508,"threshold_uncertainty_score":0.1268005,"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."}}