{"id":"W566467649","doi":"","title":"Exploring Road Safety Analysis and Stakeholder Engagement for Small and Medium Sized Communities","year":2015,"lang":"en","type":"article","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stakeholder; Identification (biology); Scope (computer science); Geography; Business; Environmental resource management; Computer science; Transport engineering; Environmental planning; Public relations; Political science; Engineering; Environmental science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01326251,0.0003470196,0.0002942965,0.00263196,0.006560116,0.004710847,0.0010684,0.001088182,0.00407541],"category_scores_gemma":[0.01684415,0.000215023,0.0002541508,0.001903803,0.003998819,0.002545564,0.00531308,0.000884898,0.0002224547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01320396,"about_ca_system_score_gemma":0.008754553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1178418,"about_ca_topic_score_gemma":0.2385239,"domain_scores_codex":[0.9895265,0.008102323,0.0001430735,0.0004021157,0.0009743798,0.000851633],"domain_scores_gemma":[0.9832791,0.01222938,0.0009380003,0.0003820579,0.002193379,0.0009781662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001838315,0.0003348291,0.1165075,0.0003415522,0.00005594851,0.0009301815,0.78652,0.001347945,0.002315426,0.01858932,0.002357144,0.0705163],"study_design_scores_gemma":[0.000008966193,0.00006239246,0.0308378,0.000128478,0.000009763593,0.00006418579,0.9507784,0.003578276,0.0004074324,0.005910189,0.008193861,0.00002018413],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739764,0.0001200214,0.008034546,0.001872256,0.000009626202,0.0001931261,0.00007504802,0.00001453643,0.01570444],"genre_scores_gemma":[0.9974145,0.00003874351,0.001677203,0.00006195804,0.000001585635,0.00008678148,0.0000247127,0.000003757817,0.0006908439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1178418,"threshold_uncertainty_score":0.2343118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1009482399991816,"score_gpt":0.2685680738008044,"score_spread":0.1676198338016229,"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."}}