{"id":"W637539963","doi":"","title":"Change management in procurement of road maintenance","year":2005,"lang":"en","type":"article","venue":"TIEHALLINNON SELVITYKSIA, FINNRA REPORTS","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Procurement; Business; Work (physics); Service (business); Highway maintenance; Contract management; Operations management; Planned maintenance; Transport engineering; Marketing; Economics; Engineering","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":[0.006388778,0.000280516,0.0002440524,0.002646089,0.002276664,0.003540789,0.001777222,0.001118348,0.01175596],"category_scores_gemma":[0.01128434,0.0004060113,0.0004894714,0.003499512,0.001289403,0.00281912,0.002123836,0.001212578,0.001637609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009600543,"about_ca_system_score_gemma":0.003907807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008533213,"about_ca_topic_score_gemma":0.0100336,"domain_scores_codex":[0.9867353,0.004456986,0.0007398242,0.001474226,0.004454717,0.002138891],"domain_scores_gemma":[0.9884045,0.003482863,0.001926144,0.001533257,0.003497812,0.001155382],"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":[0.0003911285,0.0006941628,0.1167275,0.0008414973,0.00009520262,0.002253132,0.01815868,0.01180866,0.007520582,0.02977218,0.0129948,0.7987424],"study_design_scores_gemma":[0.00006622737,0.001334982,0.5465685,0.0005363632,0.00007034044,0.002668992,0.06266244,0.01192087,0.00613003,0.01315365,0.3546032,0.0002843601],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7892272,0.004408645,0.02577363,0.005651298,0.0004181805,0.0008615429,0.0004191154,0.0003043179,0.1729361],"genre_scores_gemma":[0.9722753,0.000658571,0.005217731,0.0002829321,0.00007993492,0.0001119957,0.0002479874,0.00004076755,0.0210848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01175596,"threshold_uncertainty_score":0.06965721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01349382924793661,"score_gpt":0.228044028895361,"score_spread":0.2145501996474244,"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."}}