{"id":"W4396529398","doi":"10.22215/etd/2023-15910","title":"Machine Learning Approaches For Predicting Link Failures In Production Networks","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Link (geometry); Production (economics); Artificial intelligence; Computer science; Machine learning; Economics; Computer network; Microeconomics","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":[0.002610846,0.001524646,0.001036064,0.003052777,0.0005683134,0.001434152,0.001360204,0.00176693,0.001119676],"category_scores_gemma":[0.009323361,0.0005362697,0.0007144289,0.001959165,0.0006335133,0.001325226,0.0006750359,0.001977682,0.0003347193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001508378,"about_ca_system_score_gemma":0.0008129606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01329095,"about_ca_topic_score_gemma":0.007073136,"domain_scores_codex":[0.9992018,0.0002783364,0.00007510973,0.0002005158,0.0001310619,0.0001131966],"domain_scores_gemma":[0.9929116,0.005803264,0.0004662122,0.0001845158,0.0005091685,0.0001251593],"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":[0.00003101974,0.00007129918,0.00351929,0.00002880352,0.00004267184,0.00003129348,0.00001990372,0.9702138,0.0001455402,0.0007485945,0.000474542,0.0246733],"study_design_scores_gemma":[0.000001538929,0.000006206424,0.0002435952,0.000002871953,0.000002010054,0.00000234953,0.000006511233,0.9983084,0.00005031921,0.00133257,0.00004158949,0.000001953975],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2937357,0.00360078,0.6930963,0.002311453,0.0002338466,0.0002298828,0.001280862,0.001849645,0.003661564],"genre_scores_gemma":[0.9226282,0.0007864964,0.07318796,0.0001699741,0.0002130528,0.0001710801,0.0009702695,0.00005241067,0.001820552],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01329095,"threshold_uncertainty_score":0.02642715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03187564568120154,"score_gpt":0.2330277127503108,"score_spread":0.2011520670691093,"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."}}