{"id":"W3189479682","doi":"10.1007/s10626-023-00381-z","title":"Do what you know: coupling knowledge with action in discrete-event systems","year":2023,"lang":"en","type":"article","venue":"Discrete Event Dynamic Systems","topic":"Petri Nets in System Modeling","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Formalism (music); Novelty; Inference; Computer science; Event (particle physics); Theoretical computer science; Binary number; Mathematics; Artificial intelligence; Psychology; Physics","routes":{"ca_aff":true,"ca_fund":true,"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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002913812,0.0006724286,0.0009637015,0.001010798,0.0003168368,0.001725825,0.001770547,0.00028936,0.000002625601],"category_scores_gemma":[0.00005811966,0.0005662985,0.0002170433,0.002895305,0.00007383815,0.002321919,0.0005843671,0.0004848891,0.0003866403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001293535,"about_ca_system_score_gemma":0.0002646908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005496803,"about_ca_topic_score_gemma":0.0002657225,"domain_scores_codex":[0.9939789,0.0004512471,0.001486593,0.001564444,0.001275985,0.001242821],"domain_scores_gemma":[0.9966863,0.0003099572,0.000644329,0.001834702,0.0002255977,0.0002991417],"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":[0.0000443143,0.00009213037,0.002535202,0.001147081,0.0001523533,0.0001846028,0.003266053,0.9787751,0.0004541336,0.008202024,0.0002274621,0.004919538],"study_design_scores_gemma":[0.0008894706,0.0001280766,0.0005928559,0.006035664,0.00002443292,0.0001475478,0.00769191,0.9817641,0.00001612248,0.0000671095,0.001902411,0.0007402378],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2880785,0.01637473,0.6776888,0.0002611503,0.01328323,0.002406454,0.00003703622,0.001298892,0.0005712449],"genre_scores_gemma":[0.9950565,0.0008445635,0.0001871168,0.000006843594,0.0003048503,0.0006329899,0.0000877386,0.0001076619,0.002771718],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.706978,"threshold_uncertainty_score":0.9996789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02526314545497558,"score_gpt":0.3087296647393855,"score_spread":0.2834665192844099,"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."}}