{"id":"W2584572070","doi":"10.32396/usurj.v2i2.158","title":"The Effectiveness of Saskatoon's Bicycle Boulevard","year":2016,"lang":"en","type":"article","venue":"USURJ University of Saskatchewan Undergraduate Research Journal","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"University of Saskatchewan","keywords":"Boulevard; Transport engineering; Signage; Environmental planning; Geography; Business; Engineering; Civil engineering; Advertising","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.01323901,0.0001064795,0.0002613867,0.0001989637,0.002041643,0.00006670086,0.001059262,0.0001120297,0.00009591579],"category_scores_gemma":[0.0003698687,0.00007036571,0.0002354107,0.000645479,0.003770437,0.0005352238,0.0001063775,0.0004267231,0.0000166167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000324591,"about_ca_system_score_gemma":0.001796437,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006568218,"about_ca_topic_score_gemma":0.02166458,"domain_scores_codex":[0.9943918,0.003080286,0.0002500665,0.000223045,0.001418061,0.000636748],"domain_scores_gemma":[0.9949536,0.003167909,0.0002115551,0.0003083975,0.001056529,0.0003020147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004466611,0.0007938902,0.8343006,0.0002983958,0.0006767579,0.0002014801,0.0254144,0.00001223829,0.03894689,0.02148175,0.002838783,0.07056815],"study_design_scores_gemma":[0.003952653,0.0006008936,0.5317091,0.001012816,0.00008251656,0.000007354416,0.1036092,0.000005490157,0.01039923,0.3062929,0.04189415,0.0004338126],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801843,0.0002084558,0.001547705,0.007435204,0.000154528,0.0002663548,0.00001442386,0.0000218253,0.01016724],"genre_scores_gemma":[0.9952838,0.0006333544,0.000116713,0.000002131172,0.00006960996,1.911236e-7,5.699244e-7,0.000008815073,0.003884764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3025916,"threshold_uncertainty_score":0.9992576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03099390257646973,"score_gpt":0.3120857523668287,"score_spread":0.2810918497903589,"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."}}