{"id":"W3023756011","doi":"10.1017/apr.2019.65","title":"On the multi-state signatures of ordered system lifetimes","year":2020,"lang":"en","type":"article","venue":"Advances in Applied Probability","topic":"Statistical Distribution Estimation and Applications","field":"Mathematics","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Signature (topology); State (computer science); Mathematics; Binary number; Statistical physics; Algorithm; Physics; Arithmetic; Geometry","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":[0.0002616592,0.0001143812,0.0002107406,0.00001320587,0.00005994532,0.00000916828,0.0002061163,0.00003985928,0.00008384984],"category_scores_gemma":[0.001322023,0.00007812322,0.00003596213,0.0002935707,0.0001723778,0.00003003454,0.00003673921,0.0001654754,0.00003014547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004307677,"about_ca_system_score_gemma":0.00002412912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001925586,"about_ca_topic_score_gemma":0.000007547735,"domain_scores_codex":[0.9989635,0.00007094186,0.0004061454,0.0002448593,0.000184434,0.0001300612],"domain_scores_gemma":[0.9978974,0.001561898,0.0001558449,0.000274823,0.00005531139,0.00005476581],"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":[0.00004999035,0.0001401745,0.00004257825,0.0002836793,0.000004574477,1.858434e-7,0.0001938788,0.001500528,0.0001720065,0.9952535,0.0001726723,0.002186257],"study_design_scores_gemma":[0.0005721048,0.00003714567,0.0008447928,0.00005028217,0.00001206516,2.03531e-7,0.0003025682,0.03007967,0.003492493,0.9632975,0.00115592,0.0001552631],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02541881,0.0001244995,0.9561219,0.002062011,0.00003833969,0.00217868,0.0003699512,0.0002193575,0.01346643],"genre_scores_gemma":[0.9589263,0.000005513997,0.04058309,0.000191073,0.000007301313,0.0002613515,0.00001163061,0.000007796926,0.000005948687],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9335075,"threshold_uncertainty_score":0.3185773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06601622891012437,"score_gpt":0.3377539496943378,"score_spread":0.2717377207842134,"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."}}