{"id":"W4410759776","doi":"10.1007/978-981-96-2100-2_13","title":"Health and Safety Implications of Active Transport","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Population Health Research Institute","funders":"","keywords":"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":[0.0003429503,0.0004148489,0.0002438917,0.000475229,0.0006817167,0.002163607,0.0005644689,0.002075476,0.0215294],"category_scores_gemma":[0.0007014611,0.0001310037,0.0002351118,0.0004263676,0.002466009,0.001376302,0.0007711577,0.001662911,0.002404291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001199391,"about_ca_system_score_gemma":0.001227788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006725298,"about_ca_topic_score_gemma":0.01150507,"domain_scores_codex":[0.9998455,0.00006645724,0.000004285737,0.00001418074,0.0000484449,0.00002117021],"domain_scores_gemma":[0.9997355,0.0001814814,0.00001106433,0.000009131225,0.00004214584,0.00002062187],"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":[0.00003932035,0.00006514107,0.0003469871,0.0003353772,0.000009829066,0.0003247548,0.001587945,0.0007414947,0.0003604219,0.6259058,0.2697937,0.1004894],"study_design_scores_gemma":[0.000005071909,0.00003291812,0.001217952,0.0006531551,0.000007591273,0.0003623271,0.001422699,0.0001812673,0.0001068774,0.2417097,0.7542928,0.000007657017],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002239332,0.1107087,0.001584205,0.03319776,0.005090217,0.00002113459,0.000147692,0.00001886414,0.8469922],"genre_scores_gemma":[0.06181919,0.1297219,0.001285054,0.0118287,0.004939633,0.00005851391,0.0001455376,0.00002816488,0.7901734],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0215294,"threshold_uncertainty_score":0.07202303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00872970760933056,"score_gpt":0.21843588887258,"score_spread":0.2097061812632494,"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."}}