{"id":"W638100923","doi":"","title":"Adopting Network Level Preventative Maintenance in Saskatchewan","year":2014,"lang":"fr","type":"article","venue":"Transportation 2014: Past, Present, Future - 2014 Conference and Exhibition of the Transportation Association of Canada // Transport 2014 : Du passé vers l'avenir - 2014 Congrès et Exposition de 'Association des transports du Canada","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preventive maintenance; Christian ministry; Scale (ratio); Process (computing); Proactive maintenance; Transport engineering; Operations management; Business; Engineering; Computer science; Risk analysis (engineering); Process management; Reliability engineering; Geography; Political science; Cartography","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":[0.001188955,0.0002836472,0.0001652336,0.000827934,0.003361891,0.003172684,0.001776334,0.0006336654,0.003418871],"category_scores_gemma":[0.002093661,0.0004129164,0.0002402243,0.001709193,0.001395276,0.001175507,0.002877922,0.001101135,0.0004692193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03102308,"about_ca_system_score_gemma":0.06867403,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9222965,"about_ca_topic_score_gemma":0.9747795,"domain_scores_codex":[0.9986689,0.0002457903,0.00005579938,0.0002190317,0.0004182576,0.0003921649],"domain_scores_gemma":[0.9977565,0.0002276524,0.0001426129,0.0002283264,0.001191537,0.0004533126],"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":[0.0003808649,0.0009700474,0.229545,0.0007230454,0.0002054297,0.005553495,0.01448493,0.02687045,0.04260402,0.02949857,0.0300263,0.6191379],"study_design_scores_gemma":[0.0001877117,0.0007507363,0.4923703,0.0007293543,0.0002315381,0.00180376,0.04983029,0.02312092,0.01349577,0.008049169,0.4090137,0.0004167193],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8469335,0.001526039,0.01586435,0.01218357,0.000261124,0.0006395546,0.000957646,0.0005388532,0.1210954],"genre_scores_gemma":[0.949473,0.001585946,0.01351362,0.001504397,0.00001396948,0.0001708585,0.0005719712,0.00005435055,0.03311198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07770354,"threshold_uncertainty_score":0.2250893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005802336091871879,"score_gpt":0.1920797364464381,"score_spread":0.1862774003545662,"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."}}