{"id":"W3187473515","doi":"10.14288/1.0394866","title":"Dynamic Parking Signage Project","year":2020,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Smart Parking Systems Research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Signage; Computer science; Transport engineering; Business; Engineering; Advertising","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":[0.002972678,0.000680806,0.0003755429,0.0007741672,0.002224108,0.004451694,0.001352361,0.001292741,0.07885574],"category_scores_gemma":[0.003003352,0.0004094043,0.0004523779,0.0006857272,0.0008452507,0.002461986,0.003685847,0.001518943,0.03432591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001957787,"about_ca_system_score_gemma":0.006901409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01115812,"about_ca_topic_score_gemma":0.01547051,"domain_scores_codex":[0.9977052,0.000419854,0.00006521865,0.0002452738,0.001212045,0.0003524268],"domain_scores_gemma":[0.9966756,0.0002140407,0.00005770901,0.0003888902,0.001364877,0.001298848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003598447,0.000722417,0.002248526,0.0003340596,0.00001613475,0.0004671221,0.001492172,0.002023828,0.01645922,0.04700585,0.5413826,0.3874881],"study_design_scores_gemma":[0.00004119676,0.0002426666,0.001309072,0.00005922627,0.000008993777,0.0002549058,0.0008260024,0.002400121,0.004980354,0.002376039,0.9874743,0.00002695619],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07939535,0.001064591,0.1664445,0.00856543,0.003547933,0.002904403,0.007067885,0.02880467,0.7022052],"genre_scores_gemma":[0.1565161,0.001183284,0.1095176,0.001478813,0.0001924294,0.001421978,0.01654765,0.002755782,0.7103864],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07885574,"threshold_uncertainty_score":0.2637987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01403028312291857,"score_gpt":0.1883881041286081,"score_spread":0.1743578210056895,"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."}}