{"id":"W4226414236","doi":"10.1007/978-3-030-97614-9_1","title":"Introduction to Asset Management for Infrastructure","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University; University of Toronto","funders":"","keywords":"Asset management; Business; Asset (computer security); Computer science; Finance; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00127206,0.0002930308,0.0003509992,0.001220313,0.0003185125,0.0002869154,0.0008590996,0.0001069394,0.1259724],"category_scores_gemma":[0.00008632812,0.000242773,0.0002223309,0.0002588168,0.00003857876,0.0002699151,0.0006836716,0.000240314,0.001188245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001423003,"about_ca_system_score_gemma":0.0000323922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000228451,"about_ca_topic_score_gemma":0.00001678166,"domain_scores_codex":[0.9967141,0.00001703941,0.0006810809,0.0009654043,0.001388012,0.000234383],"domain_scores_gemma":[0.9982995,0.0001248335,0.0002970951,0.000979334,0.000213058,0.00008618713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002883453,0.00000144782,0.000008158717,0.000008855406,0.0000316439,7.736481e-7,0.00001434018,0.0001295091,5.088461e-7,0.3523082,0.455688,0.1917797],"study_design_scores_gemma":[0.0001633909,0.00008154894,0.0000816295,0.000004225847,0.00003918099,0.000006533651,0.0000960288,0.0001011324,0.000003286847,0.1180096,0.88115,0.00026347],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001883238,0.00001929194,0.01184358,0.006341448,0.004422019,0.001407337,0.00009822647,0.0001001833,0.9757491],"genre_scores_gemma":[0.0001173691,0.00006389641,0.008394741,0.0008690861,0.001616272,0.0001346506,0.0001157368,0.00003292995,0.9886553],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.425462,"threshold_uncertainty_score":0.9995894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04764136038088652,"score_gpt":0.3320330400172314,"score_spread":0.2843916796363449,"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."}}