{"id":"W4391429264","doi":"10.1109/pcic43643.2023.10414350","title":"Safety Through Speed","year":2023,"lang":"en","type":"article","venue":"","topic":"Traffic and Road Safety","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Emmanuel Bible College","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00230875,0.001295703,0.0005221181,0.003214571,0.001616567,0.005881543,0.001078704,0.001851384,0.06853118],"category_scores_gemma":[0.01264655,0.0004877792,0.0007423317,0.001231463,0.003600389,0.01051867,0.005013887,0.003120941,0.01594362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002209919,"about_ca_system_score_gemma":0.002180239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002053845,"about_ca_topic_score_gemma":0.001241418,"domain_scores_codex":[0.9957868,0.0005839556,0.0002280779,0.0007603741,0.002098914,0.0005419358],"domain_scores_gemma":[0.9918281,0.002464651,0.001200284,0.00100169,0.002854607,0.0006507032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002576842,0.0001106032,0.006327495,0.0007213409,0.00007173971,0.0002042493,0.0009456277,0.005602179,0.003002678,0.6657563,0.0313986,0.2856013],"study_design_scores_gemma":[0.0000908368,0.0008549225,0.006509942,0.0008425688,0.000108786,0.001442541,0.00170682,0.004779852,0.006423066,0.4118692,0.5652464,0.0001251246],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03677582,0.01255925,0.1293201,0.01207594,0.003747586,0.0002963546,0.0007503089,0.001488367,0.8029863],"genre_scores_gemma":[0.7193546,0.01615842,0.03621545,0.004221026,0.002540066,0.0003941871,0.0007707202,0.001163316,0.2191822],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06853118,"threshold_uncertainty_score":0.2292597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01505860959826712,"score_gpt":0.2222356078417859,"score_spread":0.2071769982435188,"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."}}