{"id":"W3199600733","doi":"10.1287/ijoc.2020.1023","title":"JANOS: An Integrated Predictive and Prescriptive Modeling Framework","year":2022,"lang":"en","type":"article","venue":"Archivio istituzionale della ricerca (Alma Mater Studiorum Università di Bologna)","topic":"Machine Learning and Data Classification","field":"Computer Science","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Predictive analytics; Machine learning; Solver; Artificial intelligence; Flexibility (engineering); Artificial neural network; Data mining","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":[0.004892632,0.001473921,0.001032817,0.00155267,0.0007483542,0.004014045,0.003404139,0.001148579,0.006107222],"category_scores_gemma":[0.008051138,0.001227953,0.002118997,0.001326352,0.001525836,0.003263146,0.00299789,0.00357218,0.00152268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001627162,"about_ca_system_score_gemma":0.005500657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00726057,"about_ca_topic_score_gemma":0.01070081,"domain_scores_codex":[0.9976579,0.0007881336,0.0002271825,0.0003116469,0.0008660678,0.0001491014],"domain_scores_gemma":[0.9963594,0.002175049,0.0003465885,0.0004719603,0.0004869044,0.0001601381],"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":[0.00008305139,0.00007764576,0.001056883,0.0002508632,0.00008732246,0.0001233896,0.0001867274,0.6731105,0.001038069,0.264634,0.006068975,0.05328267],"study_design_scores_gemma":[0.00001802501,0.00001557511,0.00006099044,0.00005103695,0.00001433796,0.00003122371,0.00002363376,0.9228802,0.0008555973,0.06040506,0.01562764,0.00001673261],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001298461,0.00009073278,0.9919621,0.0003416534,0.00002847154,0.00006708462,0.0003480182,0.003015396,0.002848047],"genre_scores_gemma":[0.08001644,0.0004912166,0.9134051,0.0002670299,0.00007563731,0.0004933464,0.001195705,0.00116407,0.002891558],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00726057,"threshold_uncertainty_score":0.02587503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01949630646604297,"score_gpt":0.2362728978886225,"score_spread":0.2167765914225796,"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."}}