{"id":"W138587273","doi":"","title":"Intelligent information, monitoring, and control technology for industrial process applications","year":2005,"lang":"en","type":"article","venue":"","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Process (computing); Computer science; Intelligent agent; Fault detection and isolation; Isolation (microbiology); Multi-agent system; Control (management); Hierarchy; Process control; Artificial intelligence; Risk analysis (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":[],"consensus_categories":[],"category_scores_codex":[0.00006523933,0.00005345932,0.00006953538,0.00008751869,0.0002297287,0.0001172376,0.00005995453,0.00004239904,0.000214457],"category_scores_gemma":[0.00002105475,0.0000442922,0.0000143115,0.00002548924,0.00008567156,0.000288401,0.00000972559,0.00005522405,0.00003445667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001481936,"about_ca_system_score_gemma":0.0000229576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001345659,"about_ca_topic_score_gemma":0.0001778265,"domain_scores_codex":[0.9996394,0.000002925789,0.0001568509,0.00006085016,0.00004728159,0.00009267893],"domain_scores_gemma":[0.9996589,0.00001834044,0.00004652467,0.00005777207,0.0001916584,0.00002676842],"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":[0.00002000704,0.00006309963,0.00362777,0.00002436122,0.00004008234,2.50121e-8,0.00278593,0.00001178003,0.00002979838,0.8575824,0.003237316,0.1325774],"study_design_scores_gemma":[0.0004550597,0.00004059938,0.00003414335,0.00000350747,0.000010758,3.141614e-7,0.001657435,0.0001333551,0.001758928,0.006014945,0.9898245,0.00006647675],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6986402,0.0007025926,0.06749544,0.03370703,0.001840014,0.0110888,0.0004916565,0.001124223,0.18491],"genre_scores_gemma":[0.9972422,0.00001105687,0.00006316807,0.00008954395,0.0006564742,0.0004028692,0.000004732697,0.000003131669,0.001526812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9865872,"threshold_uncertainty_score":0.2348154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03426734925054005,"score_gpt":0.2745370155176584,"score_spread":0.2402696662671183,"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."}}