{"id":"W2465740872","doi":"10.1061/9780784479957.047","title":"Numbers Still Don’t Lie—PCCP Performance Based on a Statistical Review of Fifteen Years of Inspection and Monitoring Data","year":2016,"lang":"en","type":"review","venue":"Pipelines 2016","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mains electricity; Pipeline (software); Range (aeronautics); Computer science; Prestressed concrete; Engineering; Database; Forensic engineering; Civil engineering; Electrical engineering; Mechanical engineering; Voltage","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":[0.01686532,0.0003792999,0.0009719317,0.01009485,0.0003706283,0.002729328,0.0009344981,0.0004896568,0.001997264],"category_scores_gemma":[0.07609048,0.0003636773,0.001697141,0.02224809,0.0008020271,0.002281065,0.001070888,0.0007220473,0.001162541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002207332,"about_ca_system_score_gemma":0.002701681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01646372,"about_ca_topic_score_gemma":0.01327323,"domain_scores_codex":[0.977227,0.003678277,0.004685681,0.002965907,0.01067729,0.0007659114],"domain_scores_gemma":[0.8272884,0.0573402,0.05633929,0.005749275,0.05115385,0.002129021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004359295,0.00003310294,0.8910127,0.002432537,0.001760904,0.0002572802,0.0006623998,0.002103342,0.0003786254,0.0006788846,0.03006203,0.07018221],"study_design_scores_gemma":[0.00001464571,0.0002959654,0.9540923,0.0007792272,0.0005565778,0.0004342226,0.0008919736,0.001368729,0.0005844171,0.0001915613,0.04073802,0.00005244767],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.6865224,0.1071587,0.0121958,0.005915306,0.0006388482,0.0005300578,0.1606079,0.0009549583,0.02547602],"genre_scores_gemma":[0.9220691,0.02330133,0.001557886,0.0007860371,0.0003720101,0.0002431486,0.0491218,0.0002170435,0.00233166],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01686532,"threshold_uncertainty_score":0.08919334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02932762834140099,"score_gpt":0.2957323374902185,"score_spread":0.2664047091488175,"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."}}