{"id":"W2940609437","doi":"10.48550/arxiv.1803.10386","title":"On the Control of Agents Coupled through Shared Unit-demand Resources","year":2018,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Smart Parking Systems Research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Unit (ring theory); Control (management); Business; Computer science; Mathematics; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004678822,0.0003106259,0.0004392729,0.0001833081,0.0001251556,0.00005529631,0.001101641,0.0003083581,0.0003713126],"category_scores_gemma":[0.0001272768,0.0002745113,0.0001872484,0.0003724784,0.0002287072,0.00007661674,0.0003599203,0.0006137685,0.0001838809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001540497,"about_ca_system_score_gemma":0.00004875952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002262762,"about_ca_topic_score_gemma":0.00003940532,"domain_scores_codex":[0.9984502,0.0002426192,0.0002557551,0.0004755045,0.0002021554,0.0003737517],"domain_scores_gemma":[0.9979283,0.0005288309,0.0001494598,0.001125463,0.0001826884,0.00008525705],"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":[0.0002628707,0.00008208906,0.01014727,0.0006546841,0.001212227,0.0001524182,0.001532009,0.9640226,0.000457783,0.008979671,0.01248126,0.00001511075],"study_design_scores_gemma":[0.001451472,0.0001138405,0.006617075,0.0007378149,0.0001486177,0.000002275377,0.0002776507,0.97863,0.0005278034,0.00535876,0.005620267,0.000514423],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732006,0.0001032165,0.01488484,0.00002987151,0.0005012527,0.0006813149,0.00009517457,0.000207061,0.01029669],"genre_scores_gemma":[0.9986433,0.00008191883,0.00001168816,0.00002976035,0.0001471767,0.000003625067,0.00001524097,0.00005474175,0.001012495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02544277,"threshold_uncertainty_score":0.9999707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1020242144644676,"score_gpt":0.2149316250605713,"score_spread":0.1129074105961037,"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."}}