{"id":"W2503295872","doi":"10.1007/978-3-319-62274-3","title":"Engineering Asset Management 2016","year":2017,"lang":"en","type":"book","venue":"Lecture notes in mechanical engineering","topic":"BIM and Construction Integration","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Asset management; Asset (computer security); Engineering management; Business; Engineering; Computer science; Computer security; Finance","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001729768,0.0006351395,0.0005781266,0.0004453376,0.00004821644,0.0001277232,0.0005065287,0.0008820096,0.0001655254],"category_scores_gemma":[0.0001067605,0.0006746692,0.000199651,0.0001044509,0.00001551734,0.0001393227,0.00009383774,0.001433143,0.0001197566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000543114,"about_ca_system_score_gemma":0.00003976487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003032481,"about_ca_topic_score_gemma":0.00001287769,"domain_scores_codex":[0.9982132,0.000007531659,0.0004918132,0.0004539602,0.0003120494,0.0005214638],"domain_scores_gemma":[0.9989411,0.0001285119,0.0000684823,0.0007036879,0.0000315724,0.0001266794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000008349622,0.0000122252,0.000001651269,0.001186535,0.0003121943,0.0001531258,0.00002974102,0.8501329,0.002171573,0.03336029,0.002777993,0.1098534],"study_design_scores_gemma":[0.0006439934,0.00003481959,0.00002777958,0.002570563,0.0001344199,0.00008134848,0.000001081391,0.686575,0.004222592,0.008331313,0.2957493,0.001627846],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0000441567,0.001813541,0.944181,0.00005240361,0.004756438,0.0004904568,0.00003772602,0.001225048,0.04739927],"genre_scores_gemma":[0.5200785,0.01032815,0.2703009,0.0005883659,0.01701464,0.002232321,0.002018353,0.004979868,0.1724589],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6738801,"threshold_uncertainty_score":0.9995704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005742518098853264,"score_gpt":0.1950162841404571,"score_spread":0.1892737660416038,"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."}}