{"id":"W4388019683","doi":"10.3390/w15213790","title":"Comparison of Four Sewer Condition Assessment Protocols Based on Field Data","year":2023,"lang":"en","type":"article","venue":"Water","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Grading (engineering); Computer science; Certification; Construction engineering; Civil engineering; 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":[0.03655545,0.001042631,0.000763734,0.01255884,0.0009926684,0.00190619,0.002055223,0.0008435401,0.001407252],"category_scores_gemma":[0.07165426,0.0006033338,0.001007704,0.005208382,0.001485496,0.004088169,0.002168329,0.000865336,0.0005153057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003597183,"about_ca_system_score_gemma":0.00394566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007874773,"about_ca_topic_score_gemma":0.01327671,"domain_scores_codex":[0.9656633,0.01328144,0.004063413,0.002241873,0.01420331,0.000546639],"domain_scores_gemma":[0.9189861,0.02452967,0.005264177,0.00673134,0.04375513,0.0007335817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00200207,0.001345141,0.2043871,0.003718725,0.0007934059,0.0003290974,0.007556605,0.03200715,0.04157986,0.005976003,0.006193462,0.6941113],"study_design_scores_gemma":[0.0004899788,0.01019332,0.6255965,0.003146608,0.001735415,0.0009279693,0.03750785,0.1061205,0.1499009,0.01277739,0.05074829,0.0008553315],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.785259,0.001396709,0.1747006,0.0004442625,0.0002097321,0.005589889,0.003218045,0.001181507,0.02800028],"genre_scores_gemma":[0.8140554,0.001626387,0.1731428,0.0001102211,0.00002727545,0.00388848,0.003768956,0.0001829629,0.003197563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03655545,"threshold_uncertainty_score":0.1933261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05861338563640132,"score_gpt":0.356015619039718,"score_spread":0.2974022334033166,"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."}}