{"id":"W7072022485","doi":"","title":"Treasure Valley Transportation Habits &amp; the Impact of the COVID-19 Pandemic 2022","year":2022,"lang":"en","type":"article","venue":"Scholar Works  (Boise State University)","topic":"QR Code Applications and Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Treasure; Pandemic; Quarter (Canadian coin); Margin (machine learning); Sample (material); Coronavirus disease 2019 (COVID-19)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004665538,0.0001162656,0.000113132,0.000191017,0.001175098,0.00005857881,0.002029623,0.00004568698,0.00006344968],"category_scores_gemma":[0.00005193177,0.00008008699,0.0001862423,0.002237124,0.000121295,0.0004032219,0.0002900771,0.0006634734,0.000004343624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000324624,"about_ca_system_score_gemma":0.0003188366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004500779,"about_ca_topic_score_gemma":0.000449486,"domain_scores_codex":[0.9988617,0.0002401073,0.000129791,0.0002846815,0.0002902598,0.0001935138],"domain_scores_gemma":[0.9987165,0.0001059269,0.0001582977,0.000877664,0.00007404786,0.00006752816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00031022,0.0006638232,0.4752978,0.00003876245,0.0005421829,0.0000753624,0.01413589,0.2827541,0.006558531,0.1070727,0.01379001,0.0987606],"study_design_scores_gemma":[0.003215452,0.0003560423,0.3863408,0.00003844242,0.0001566071,0.00007256204,0.004780455,0.004819769,0.0002819111,0.0345293,0.5644377,0.0009709712],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9265646,0.0002657126,0.06978817,0.002048345,0.00007766223,0.0004004017,0.0001046653,0.0002535172,0.0004969349],"genre_scores_gemma":[0.9980118,0.0001912698,0.000676467,0.0001009059,0.00000386205,0.000006373201,0.00001219421,0.000006545984,0.0009905285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5506477,"threshold_uncertainty_score":0.9038021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02620594375217512,"score_gpt":0.2444369666792351,"score_spread":0.21823102292706,"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."}}