{"id":"W2589865698","doi":"10.3390/safety3010009","title":"Evaluation of Beginner Driver Education in Oregon","year":2017,"lang":"en","type":"article","venue":"Safety","topic":"Traffic and Road Safety","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Traffic Injury Research Foundation","funders":"Centers for Disease Control and Prevention; American Academy of Audiology Foundation; AAA Foundation for Traffic Safety","keywords":"SAFER; Sample (material); Transport engineering; Poison control; Population; Human factors and ergonomics; Injury prevention; Suicide prevention; Psychology; Applied psychology; Engineering; Computer security; Medicine; Environmental health; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004384957,0.00005189273,0.00007772898,0.00003966621,0.00004449205,0.000005926481,0.0001034206,0.00004749085,0.00008866641],"category_scores_gemma":[0.00004080093,0.00004883226,0.00002180183,0.00002796153,0.00002633108,0.0001175632,0.00001312404,0.0000579384,0.00002309995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008435572,"about_ca_system_score_gemma":0.0001055092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003472344,"about_ca_topic_score_gemma":0.0001465042,"domain_scores_codex":[0.9995293,0.00002079375,0.0001229287,0.00006842264,0.0001812641,0.00007726476],"domain_scores_gemma":[0.999601,0.000007714918,0.00003387536,0.0002678333,0.00007130958,0.00001826049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001281916,0.00005240464,0.01715794,0.00003211036,0.0000198792,2.316893e-7,0.0004937414,0.06127578,0.0005050884,0.002885811,0.001144749,0.9164194],"study_design_scores_gemma":[0.0003746997,0.000004334117,0.9640543,0.00003609012,0.00002038818,4.538564e-7,0.00004592619,0.03086582,0.0003608986,0.0004392183,0.00373274,0.00006511591],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9088221,0.0002640388,0.0004602389,0.00013407,0.0007642185,0.0001751234,0.000004528991,0.00004509758,0.08933059],"genre_scores_gemma":[0.999501,0.00005715902,0.0002253757,0.000004532468,0.00005891022,0.000005916781,0.000007999057,0.00000815768,0.0001309834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9468964,"threshold_uncertainty_score":0.1991322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01613462285929122,"score_gpt":0.278869764539412,"score_spread":0.2627351416801207,"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."}}