{"id":"W4408318882","doi":"10.1002/asmb.70004","title":"Is There a Future for Stochastic Modeling in Business and Industry in the Era of Machine Learning and Artificial Intelligence?","year":2025,"lang":"en","type":"article","venue":"Applied Stochastic Models in Business and Industry","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Fundação para a Ciência e a Tecnologia; European Commission","keywords":"Artificial intelligence; Computer science; Machine learning","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":[0.01004656,0.0004738882,0.001031829,0.0008264726,0.001256594,0.00512281,0.001157767,0.004068313,0.003486952],"category_scores_gemma":[0.01318908,0.0003422213,0.0008000417,0.00101789,0.008584508,0.01480765,0.002528259,0.00748888,0.0007717976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002818853,"about_ca_system_score_gemma":0.003312646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002357762,"about_ca_topic_score_gemma":0.002003102,"domain_scores_codex":[0.9958631,0.002539151,0.0001224708,0.000293911,0.0009667955,0.0002144646],"domain_scores_gemma":[0.9854108,0.01048282,0.000685484,0.001011696,0.001453317,0.0009558841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002630434,0.00003794596,0.0004441336,0.000094552,0.00001646771,0.00004137077,0.0002641597,0.004423716,0.000156402,0.967006,0.01026139,0.0172275],"study_design_scores_gemma":[0.000006154799,0.00001460249,0.0001494481,0.0001319942,0.000004658579,0.00002785148,0.0002708157,0.01353662,0.00007594804,0.9504333,0.03533011,0.00001841288],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01625651,0.05051966,0.2396509,0.6657842,0.003641958,0.00002612754,0.0001834034,0.0002820238,0.02365517],"genre_scores_gemma":[0.7490491,0.0652667,0.1057334,0.05156153,0.01312804,0.0001752267,0.0002078245,0.0002397092,0.01463848],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01004656,"threshold_uncertainty_score":0.05313188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02445665107995189,"score_gpt":0.2474940005198184,"score_spread":0.2230373494398665,"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."}}