{"id":"W4386309134","doi":"10.1002/iis2.13097","title":"How INCOSE's Certification Program has Evolved as a System of Systems","year":2023,"lang":"en","type":"article","venue":"INCOSE International Symposium","topic":"Systems Engineering Methodologies and Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Certification; Certificate; Flexibility (engineering); Computer science; Systems engineering; Engineering; Political science; Mathematics","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":[0.02458976,0.0002369136,0.0002557668,0.001769845,0.002792286,0.007571083,0.001385615,0.001448792,0.003622484],"category_scores_gemma":[0.02808977,0.000340983,0.0003543792,0.001606167,0.007446021,0.00762564,0.004515435,0.004048337,0.0009043912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007363337,"about_ca_system_score_gemma":0.01588119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01694656,"about_ca_topic_score_gemma":0.01773331,"domain_scores_codex":[0.9851829,0.006220507,0.0006038315,0.001244663,0.005465153,0.001282924],"domain_scores_gemma":[0.9661289,0.007125176,0.001535351,0.006705601,0.01571272,0.002792192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004411268,0.0002304531,0.008000671,0.000135119,0.00001804312,0.0002051597,0.004666158,0.007452355,0.001678163,0.7473904,0.02686683,0.2033125],"study_design_scores_gemma":[0.00005510453,0.0005434601,0.0120861,0.0008324333,0.00002519606,0.0005750106,0.005642633,0.03568204,0.005769705,0.1752896,0.7633461,0.0001526714],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1557538,0.0017531,0.4811029,0.0880491,0.001617034,0.0005631502,0.0001689238,0.003043226,0.2679489],"genre_scores_gemma":[0.8080727,0.000836072,0.1390399,0.004241779,0.0002432707,0.0001880167,0.0002330535,0.0006934606,0.04645179],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02458976,"threshold_uncertainty_score":0.1300446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05036402667803187,"score_gpt":0.2807848636750803,"score_spread":0.2304208369970485,"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."}}