{"id":"W2032802394","doi":"10.1002/j.2334-5837.2001.tb02304.x","title":"4.2.3 From Process Aggregation to Process Integration","year":2001,"lang":"en","type":"article","venue":"INCOSE International Symposium","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Process (computing); Computer science; Information flow; Value (mathematics); Basis (linear algebra); Flow (mathematics); Architecture; Industrial engineering; Systems engineering; Engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001710916,0.0001781847,0.0001211786,0.0002517118,0.0001246371,0.0004116036,0.0004147774,0.00006879435,0.0005092181],"category_scores_gemma":[0.0001736447,0.0001716382,0.00003813756,0.0005800758,0.00001665453,0.002123874,0.00007661802,0.00009480542,0.001076679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001098605,"about_ca_system_score_gemma":0.00002980348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002160916,"about_ca_topic_score_gemma":0.0001366253,"domain_scores_codex":[0.9986035,0.000004392316,0.0003209187,0.0003841877,0.0005047483,0.0001822951],"domain_scores_gemma":[0.9989693,0.00001592478,0.0001932808,0.0001441701,0.0006577008,0.0000196922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003048216,0.002179739,0.339745,0.0002587726,0.0005796973,0.0001724739,0.01114475,0.01339444,0.1105319,0.04321224,0.03376916,0.4419637],"study_design_scores_gemma":[0.005748995,0.00008776756,0.07880601,0.001391531,0.0002542552,0.0000534773,0.003274181,0.1049492,0.09269112,0.2319029,0.4770551,0.003785474],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9313188,0.00001502458,0.009191312,0.01440769,0.002284909,0.0004421858,0.000005113684,0.000299553,0.04203539],"genre_scores_gemma":[0.9918401,0.000006489334,0.0001959279,0.002581246,0.003945383,0.0001095024,0.0005330623,0.0000274512,0.0007608176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4432859,"threshold_uncertainty_score":0.9997011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009682945436112386,"score_gpt":0.2484706267062582,"score_spread":0.2387876812701458,"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."}}