{"id":"W7002332417","doi":"","title":"Network Management of Low Volume Local Roads in NSW","year":2018,"lang":"en","type":"other","venue":"University of Southern Queensland ePrints (University of Southern Queensland)","topic":"Data Analysis with R","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Benchmarking; Shire; Best practice; Resilience (materials science); Current (fluid); Quarter (Canadian coin); Local authority; Commission","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":[0.002028675,0.0001752249,0.0001650675,0.001611152,0.003338766,0.003423708,0.001599882,0.0005258326,0.003444612],"category_scores_gemma":[0.005066626,0.0002299518,0.0001584529,0.001426198,0.001038925,0.002052306,0.003554375,0.0004553587,0.0006362995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009257156,"about_ca_system_score_gemma":0.008675075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1187324,"about_ca_topic_score_gemma":0.2475127,"domain_scores_codex":[0.9984953,0.0005665531,0.00008807068,0.0001771127,0.000338662,0.0003343087],"domain_scores_gemma":[0.9961565,0.0006218363,0.000760738,0.0001675897,0.001440238,0.0008531086],"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":[0.0002257868,0.0004264669,0.2221561,0.002026255,0.00007868152,0.004014725,0.1355026,0.02251236,0.005905827,0.02841314,0.02615057,0.5525874],"study_design_scores_gemma":[0.00003566512,0.0008723685,0.3109455,0.001855693,0.0001297112,0.001699262,0.3341838,0.03506571,0.003989964,0.01028863,0.300764,0.0001697425],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9250899,0.001514665,0.006782032,0.004088368,0.00008303403,0.0005250515,0.0002197659,0.0001674771,0.06152984],"genre_scores_gemma":[0.966141,0.001248365,0.005613426,0.0001645721,0.00001390884,0.0001949829,0.0001751351,0.00002424068,0.02642439],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1187324,"threshold_uncertainty_score":0.2360826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00677394062215795,"score_gpt":0.1719356155189522,"score_spread":0.1651616748967943,"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."}}