{"id":"W2031416491","doi":"10.4271/2012-01-2141","title":"Optimal Traceability for IMA System-of-Systems","year":2012,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Distributed systems and fault tolerance","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Bombardier (Canada)","funders":"","keywords":"Traceability; Computer science; Software engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00239755,0.0008164939,0.001526965,0.0001784081,0.0004471877,0.0002243453,0.002614203,0.0008844397,0.00003123491],"category_scores_gemma":[0.0006058253,0.0006786479,0.0007715421,0.0009901345,0.0007017002,0.001404264,0.0005272469,0.0007660523,0.00007354253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004334672,"about_ca_system_score_gemma":0.0001465708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007245799,"about_ca_topic_score_gemma":0.002009714,"domain_scores_codex":[0.9937193,0.0002956444,0.001905597,0.001363264,0.001174368,0.001541798],"domain_scores_gemma":[0.9949112,0.0008042015,0.0005924818,0.002708001,0.0003293151,0.0006548126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002521523,0.0008948573,0.0004563764,0.0005922357,0.00007491351,0.00001247224,0.00009096305,0.0001249093,0.7169667,0.2710323,0.006571393,0.00293074],"study_design_scores_gemma":[0.001174389,0.001379849,0.8798658,0.0005226339,0.00007475156,0.0002412545,0.0002668486,0.00001186283,0.000188,0.000265914,0.1150008,0.00100785],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8282051,0.01087291,0.005062136,0.006889109,0.009105797,0.01514926,0.001933584,0.02064725,0.1021348],"genre_scores_gemma":[0.9788268,0.00002893864,0.01919937,0.0002012898,0.0003538401,0.001000042,0.00003634573,0.00007827897,0.0002751234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8794095,"threshold_uncertainty_score":0.9995665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01658257331142717,"score_gpt":0.2594253166525594,"score_spread":0.2428427433411322,"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."}}