{"id":"W7081965223","doi":"10.1016/j.ress.2025.111696","title":"Evaluation of joint reliability of linear two-dimensional consecutive <mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" altimg=\"si449.svg\" display=\"inline\" id=\"d1e1264\"> <mml:mi>k</mml:mi> </mml:math> -type systems in a zigzag structure","year":2025,"lang":"en","type":"article","venue":"Reliability Engineering & System Safety","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Fundamental Research Funds for the Central Universities; Natural Science Foundation of Beijing Municipality; China Scholarship Council; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Zigzag; Reliability (semiconductor); Joint (building); Markov chain; Linear system; Markov process; Type (biology)","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004335355,0.000313863,0.0004698676,0.0001162588,0.0001359244,0.00004536447,0.0005769586,0.0004166482,0.000006863159],"category_scores_gemma":[0.0024614,0.0003346576,0.000237926,0.0006244457,0.0001526513,0.0002125782,0.0004226637,0.0004714002,0.0000160895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001542202,"about_ca_system_score_gemma":0.0007126192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005579866,"about_ca_topic_score_gemma":0.00002184077,"domain_scores_codex":[0.9962711,0.0003020238,0.001280861,0.0007573774,0.0009620041,0.000426591],"domain_scores_gemma":[0.9966888,0.0006846045,0.0005220442,0.001317323,0.0006721291,0.0001150332],"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":[0.00005856669,0.00005770498,0.00009122959,0.002124747,0.00006153915,0.000008350796,0.000304818,0.4642712,0.00426945,0.5286546,0.0000172463,0.00008046002],"study_design_scores_gemma":[0.0005768999,0.000105273,0.001440927,0.001454325,0.0001008024,0.00005834273,0.0001854728,0.9880711,0.007285701,0.0003135263,0.0001809203,0.0002266802],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898785,0.0003167563,0.007521763,0.0001895363,0.00113917,0.000261458,0.00007498177,0.0001438476,0.0004739632],"genre_scores_gemma":[0.996019,0.000007868396,0.003709155,0.00001824076,0.00008505521,0.00007257259,0.00005706993,0.00001539963,0.00001560937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5283411,"threshold_uncertainty_score":0.9999105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01272476076324355,"score_gpt":0.2336076476826251,"score_spread":0.2208828869193815,"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."}}