{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003953148,0.0002770555,0.000365596,0.0002565231,0.0000303604,0.00001701211,0.0001559044,0.0001184743,0.00005265333],"category_scores_gemma":[0.00001105462,0.0002733949,0.00008432397,0.0003715117,0.00003772715,0.0002567307,0.00007120139,0.0002506961,0.00001493304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002605378,"about_ca_system_score_gemma":0.00001619411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006571799,"about_ca_topic_score_gemma":0.00008900196,"domain_scores_codex":[0.9979275,0.00001476557,0.0008059582,0.0003399058,0.0003697958,0.0005420797],"domain_scores_gemma":[0.9991652,0.00000752303,0.0001748376,0.00049614,0.0000851529,0.00007113466],"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":[0.00007366159,0.0003626517,0.02441942,0.00140783,0.0002686547,0.00250617,0.004206577,0.04070672,0.006542566,0.00237805,0.004120628,0.9130071],"study_design_scores_gemma":[0.003398021,0.0003156376,0.324409,0.002423083,0.0001745395,0.0008001065,0.001021402,0.02684795,0.0701877,0.002821791,0.5646201,0.00298059],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.944129,0.001473282,0.002679084,0.0002675668,0.001847349,0.001554131,0.00000699582,0.0004703225,0.04757226],"genre_scores_gemma":[0.9931891,0.0003203757,0.005258307,0.00007220147,0.0003656246,0.0001838191,0.000009988859,0.00004890451,0.0005517037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9100265,"threshold_uncertainty_score":0.9999718,"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."}}