{"id":"W3046366871","doi":"10.13023/ktc.rr.2020.22","title":"Crash Modification Factor Recommendation List","year":2020,"lang":"en","type":"article","venue":"UKnowledge (University of Kentucky)","topic":"Traffic and Road Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Crash; Factor (programming language); Computer science; Programming language","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":[0.0000293255,0.00007738141,0.0001155107,0.00004803463,0.00007050829,0.000004891683,0.0001443205,0.00006746744,0.0007595117],"category_scores_gemma":[0.00001076618,0.0001007506,0.00005734431,0.0001852999,0.00002980934,0.0001533602,0.00003160854,0.00009758971,0.000217036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004943238,"about_ca_system_score_gemma":0.00001243029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009036979,"about_ca_topic_score_gemma":0.00004324276,"domain_scores_codex":[0.9996153,0.00001679009,0.00008159045,0.0001271766,0.00005927024,0.00009987268],"domain_scores_gemma":[0.9997094,0.00001663585,0.00003321832,0.00009848024,0.00005035532,0.00009186224],"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":[0.0002118084,0.0003360465,0.01122804,0.001096882,0.0004766171,0.00001698685,0.04467022,0.009105124,0.02569285,0.004876583,0.2473975,0.6548913],"study_design_scores_gemma":[0.001787167,0.000127956,0.09840548,0.00006002912,0.00009855696,0.000001665146,0.003212167,0.3152544,0.001968998,0.00007076193,0.5784118,0.0006010353],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6889999,0.0002717459,0.1987273,0.004410102,0.0009009201,0.0004218286,0.0001579859,0.001382338,0.1047279],"genre_scores_gemma":[0.9985586,0.0001145098,0.0008661061,0.00001498972,0.00005291749,9.03985e-8,0.00005299401,0.00001062272,0.0003291187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6542903,"threshold_uncertainty_score":0.8316121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0288070558648579,"score_gpt":0.1833502123577976,"score_spread":0.1545431564929397,"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."}}