{"id":"W659407045","doi":"","title":"City of Saskatoon's Pavement Management System: Network Level Structural Evaluation (Poster)","year":2012,"lang":"en","type":"article","venue":"2012 CONFERENCE AND EXHIBITION OF THE TRANSPORTATION ASSOCIATION OF CANADA - TRANSPORTATION: INNOVATIONS AND OPPORTUNITIES","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pavement management; Asset management; Road surface; Transport engineering; Engineering; Civil engineering; Business","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":[0.001001521,0.0004349814,0.00029735,0.0009626618,0.0005707358,0.0009448716,0.00041221,0.0003504957,0.01573844],"category_scores_gemma":[0.001858033,0.0002631048,0.0001747502,0.001726028,0.0002257005,0.0003620599,0.0005650885,0.0002576419,0.002713441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005084478,"about_ca_system_score_gemma":0.005785061,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6112249,"about_ca_topic_score_gemma":0.8023536,"domain_scores_codex":[0.9994037,0.0001126938,0.00002586712,0.0000726342,0.0003076871,0.00007738354],"domain_scores_gemma":[0.9969542,0.0001795043,0.00009211932,0.0001555811,0.002410937,0.000207743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001879186,0.0008994252,0.5320502,0.0003149097,0.0002108917,0.0003531591,0.000577043,0.05286597,0.01017905,0.001466294,0.1319854,0.2672185],"study_design_scores_gemma":[0.0002700438,0.000538065,0.88226,0.00005643582,0.00007246337,0.00005652772,0.001192802,0.05867143,0.006428112,0.0003928043,0.04998964,0.00007171278],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7556465,0.0001769485,0.01247549,0.0007446831,0.00008629471,0.001653918,0.1157283,0.001500839,0.111987],"genre_scores_gemma":[0.8659813,0.0002220115,0.02001729,0.0001641207,0.00001439586,0.0005676132,0.06162358,0.0001730009,0.05123657],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3887751,"threshold_uncertainty_score":0.7821293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03564227822370769,"score_gpt":0.2198485716468105,"score_spread":0.1842062934231028,"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."}}