{"id":"W4396655905","doi":"10.24908/agt.v2i1.17186","title":"AI-Powered Technology to Keep Cyclists Safe","year":2024,"lang":"en","type":"article","venue":"Aging and (Geron) Technology","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Cycling; Computer science; Computer security; Business","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":[0.0006771868,0.0004489924,0.0002249311,0.0009525111,0.0008070802,0.001685945,0.0008243675,0.000901531,0.02055406],"category_scores_gemma":[0.002472609,0.000153663,0.0004240996,0.0005445939,0.0006711294,0.002293888,0.00223605,0.0008551702,0.006678993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004889204,"about_ca_system_score_gemma":0.0007506969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002301888,"about_ca_topic_score_gemma":0.003688838,"domain_scores_codex":[0.9994872,0.0001172088,0.0000251783,0.0000899513,0.0002182081,0.00006238944],"domain_scores_gemma":[0.999117,0.0002105442,0.00008250086,0.0001160639,0.0003523098,0.0001215477],"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":[0.0001531783,0.0003997119,0.01550153,0.001872895,0.000137588,0.000306942,0.003035991,0.001741145,0.01771866,0.03931453,0.1023279,0.8174898],"study_design_scores_gemma":[0.00004564315,0.0005993889,0.02343541,0.00118711,0.000128047,0.0008425696,0.002925598,0.003888571,0.00771392,0.04136545,0.9177957,0.00007250099],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1554924,0.03784519,0.1608723,0.04149416,0.004266924,0.0006263634,0.001708076,0.005002859,0.5926918],"genre_scores_gemma":[0.739159,0.02635421,0.07454606,0.008002731,0.001978128,0.0006280508,0.001714772,0.0004783389,0.1471388],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02055406,"threshold_uncertainty_score":0.06876022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01034844100719033,"score_gpt":0.3272492817196757,"score_spread":0.3169008407124853,"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."}}