{"id":"W3216336623","doi":"10.1016/j.ress.2021.108172","title":"Reliability modelling for linear and circular k-out-of-n: F systems with shared components","year":2021,"lang":"en","type":"article","venue":"Reliability Engineering & System Safety","topic":"Reliability and Maintenance Optimization","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"National Natural Science Foundation of China","keywords":"Markov chain; Reliability (semiconductor); Disjoint sets; Algorithm; Markov model; Mathematics; Field (mathematics); Applied mathematics; Computer science; Discrete mathematics; Statistics; Pure mathematics; Physics","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":[0.0008418526,0.0005749075,0.0009155247,0.0005499317,0.0006775567,0.001011582,0.001644788,0.001365824,0.002294744],"category_scores_gemma":[0.002645502,0.0004531237,0.00100881,0.000527541,0.00113033,0.001401003,0.0008460685,0.0005803737,0.000450707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001267252,"about_ca_system_score_gemma":0.001091564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01841814,"about_ca_topic_score_gemma":0.01422512,"domain_scores_codex":[0.9995713,0.00008727714,0.00002028344,0.0001062619,0.00008791587,0.0001269611],"domain_scores_gemma":[0.9988657,0.0005255133,0.0001838139,0.00009424548,0.0002789436,0.00005167651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004799669,0.00001235513,0.0003522963,0.0000238996,0.000007855948,0.0000556825,0.00005314594,0.9922127,0.0008159978,0.003942169,0.0002164246,0.0022594],"study_design_scores_gemma":[0.000001528217,0.000009090028,0.0001200117,0.00000165856,0.000003054396,0.000009561555,0.00000803437,0.9987516,0.0001237352,0.0008872534,0.00008129384,0.000003068293],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3595892,0.0006153511,0.6218455,0.0004133423,0.00009328116,0.0000718373,0.000268509,0.0004513745,0.01665163],"genre_scores_gemma":[0.985107,0.0001105888,0.009171205,0.00002300708,0.00001571909,0.00002484316,0.00006586195,0.00004648356,0.005435143],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01841814,"threshold_uncertainty_score":0.03662187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01186929598838023,"score_gpt":0.1887791242466162,"score_spread":0.176909828258236,"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."}}