{"id":"W2085580686","doi":"10.1002/cjce.5450830327","title":"Generalized Common Model Control","year":2008,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Controller (irrigation); Mathematics; Computer science; Humanities; Physics; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001059286,0.0001183499,0.0002312156,0.00008823042,0.00005139679,0.00001653342,0.0002226763,0.00006667681,0.000006889448],"category_scores_gemma":[0.00005807479,0.00009675953,0.00007922023,0.0001029479,0.00003102869,0.0001134106,0.000002898256,0.0002791856,0.000002610971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002316427,"about_ca_system_score_gemma":0.0001073241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001234096,"about_ca_topic_score_gemma":0.00006043115,"domain_scores_codex":[0.9992737,0.000007578144,0.0003053739,0.00004443122,0.0001215479,0.0002473783],"domain_scores_gemma":[0.9994226,0.00004253154,0.00004909381,0.0001287402,0.00006843137,0.0002885797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003405636,7.228418e-7,0.00002637652,0.00000653919,0.00003367151,0.00002282162,0.00009504748,0.9666715,0.03249012,0.0003157146,0.0002584785,0.00007558874],"study_design_scores_gemma":[0.0005775456,0.000004831807,0.00001229073,0.0000221593,0.0000161815,0.0002918427,0.000001088559,0.9911823,0.007306498,0.00009875745,0.0003787368,0.0001077585],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6470256,0.002547594,0.3488798,0.0003470728,0.0005140847,0.0001724192,0.00001226059,0.0001069576,0.0003941118],"genre_scores_gemma":[0.9973183,0.000007549168,0.002395676,0.00005922,0.0001653457,0.000003550234,9.807343e-7,0.00003584931,0.00001358575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3502926,"threshold_uncertainty_score":0.3945739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007660998220166833,"score_gpt":0.171454020868959,"score_spread":0.1637930226487922,"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."}}