{"id":"W4410868582","doi":"10.1177/10591478251344226","title":"Coins, Cards, or Apps: Impact of Payment Methods on Street Parking Occupancy and Search Times","year":2025,"lang":"en","type":"article","venue":"Production and Operations Management","topic":"Smart Parking Systems Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Occupancy; Payment; Business; Computer science; Operations management; Transport engineering; Finance; Economics; Architectural engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006028164,0.0001083472,0.0001476771,0.0003085072,0.0001315474,0.00007498459,0.00005768495,0.00002587728,0.00003114692],"category_scores_gemma":[0.0000443166,0.00008490551,0.00002533151,0.0003181881,0.00003448709,0.00008302782,0.0000646398,0.00008751665,0.00000281744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000979063,"about_ca_system_score_gemma":0.00002235542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009190467,"about_ca_topic_score_gemma":0.00006017405,"domain_scores_codex":[0.9991594,0.0001102561,0.0002008774,0.0002314119,0.0001499372,0.0001481353],"domain_scores_gemma":[0.9996252,0.00003014761,0.000009981618,0.0002446903,0.00005340707,0.00003654954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002015563,0.0003339819,0.03603703,0.003212305,0.002332864,0.000009804061,0.002015042,0.3752025,0.007374702,0.01536903,0.04149555,0.5164157],"study_design_scores_gemma":[0.00362146,0.001293099,0.2586029,0.003108926,0.0004977417,0.00002997852,0.009109378,0.4887797,0.08919705,0.0002978773,0.143829,0.001632846],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.891003,0.005268892,0.06381437,0.001318346,0.001738916,0.004567619,0.00003804863,0.0004689893,0.03178189],"genre_scores_gemma":[0.989514,0.001041411,0.005456055,0.000009317875,0.00005795447,0.0001118466,0.000008549881,0.0000113748,0.003789502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5147828,"threshold_uncertainty_score":0.3462346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03032862701365102,"score_gpt":0.3809527999425583,"score_spread":0.3506241729289073,"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."}}