{"id":"W4415061409","doi":"10.48550/arxiv.2503.20888","title":"Coolight: Enhancing Nighttime Safety for Urban Student Commuters","year":2025,"lang":"en","type":"preprint","venue":"ArXiv.org","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Usability; Key (lock); Anxiety; Urban design; Planner; Mobile device","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000329554,0.0005741896,0.0002317085,0.0003342499,0.0005323992,0.0009399659,0.0007997669,0.0006242002,0.006892425],"category_scores_gemma":[0.001481476,0.0001548515,0.0003357327,0.0001757516,0.0002381604,0.000728447,0.001605045,0.0004050844,0.001022948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002247035,"about_ca_system_score_gemma":0.000495866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001696531,"about_ca_topic_score_gemma":0.005056538,"domain_scores_codex":[0.999813,0.00006325435,0.000007803957,0.00003386821,0.00003685627,0.000045258],"domain_scores_gemma":[0.9993984,0.0001896763,0.00005580884,0.00005419588,0.0001111194,0.0001908801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002506446,0.003179625,0.04439034,0.003108965,0.0001936334,0.000694904,0.01568029,0.003286483,0.1399519,0.001825423,0.06098284,0.7241992],"study_design_scores_gemma":[0.001595467,0.01817448,0.418095,0.001425842,0.001287901,0.002715995,0.03653254,0.04345531,0.1115524,0.005873071,0.3585664,0.0007255707],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8938972,0.0008169778,0.0747745,0.001816015,0.0002647244,0.000856925,0.001170828,0.009421651,0.01698125],"genre_scores_gemma":[0.9284689,0.0007344929,0.05024211,0.0007132391,0.000124743,0.0006607433,0.0009818249,0.0002929021,0.01778108],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.006892425,"threshold_uncertainty_score":0.0230574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04065955718508765,"score_gpt":0.3491268120664083,"score_spread":0.3084672548813207,"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."}}