{"id":"W4393057924","doi":"10.29007/zx61","title":"Bike sharing systems via birth-death process and simulation modelling","year":2024,"lang":"en","type":"article","venue":"EPiC series in computing","topic":"Transportation and Mobility Innovations","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University; Ontario Tech University","funders":"","keywords":"Process (computing); Computer science; Operating system","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":[0.00127686,0.000781889,0.001201761,0.0008222606,0.0009867704,0.001796015,0.001413816,0.001758962,0.002923592],"category_scores_gemma":[0.004894232,0.0004770542,0.0009170696,0.0009461562,0.001118406,0.002224845,0.001488253,0.001179037,0.0003249633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001298238,"about_ca_system_score_gemma":0.001039085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01414088,"about_ca_topic_score_gemma":0.006332569,"domain_scores_codex":[0.9989862,0.0005132749,0.00004295913,0.0001124483,0.0001935075,0.0001515917],"domain_scores_gemma":[0.9972378,0.002087403,0.0002389458,0.0001359653,0.0002083528,0.00009151743],"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":[0.00002603723,0.00002405842,0.000530148,0.00001673588,0.00001695211,0.00006335891,0.00006547014,0.9826089,0.0003548036,0.01503415,0.00008391195,0.001175451],"study_design_scores_gemma":[0.000004330168,0.00001157053,0.00007758346,0.000003515034,0.00000429688,0.00001483119,0.00001907227,0.9965109,0.0001100385,0.003067229,0.0001704113,0.000006179901],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3003223,0.00112182,0.6796468,0.0007934608,0.0001213838,0.0001874265,0.0002824618,0.0003435643,0.01718085],"genre_scores_gemma":[0.9737916,0.0005816696,0.02081952,0.00006694404,0.0000323665,0.0001499749,0.0001077837,0.00003523473,0.004414856],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01414088,"threshold_uncertainty_score":0.02811712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02392782047712939,"score_gpt":0.2727039439797718,"score_spread":0.2487761235026424,"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."}}