{"id":"W4402059514","doi":"10.1061/9780784485576.027","title":"Confronting the Complexities of Large-Diameter Sewer Rehabilitation in a Highly Urbanized Setting","year":2024,"lang":"en","type":"article","venue":"","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Rehabilitation; Computer science; Medicine; Physical therapy","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":[],"consensus_categories":[],"category_scores_codex":[0.0004962304,0.00009749138,0.0001471933,0.00008615251,0.00003165929,0.00005322325,0.00007965144,0.00004758246,0.0002123635],"category_scores_gemma":[0.0001337117,0.00006676021,0.0000628652,0.0002076151,0.00005813558,0.0001841116,0.00002459667,0.0001610579,0.000003487569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009171926,"about_ca_system_score_gemma":0.00002307889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007937031,"about_ca_topic_score_gemma":0.0001191505,"domain_scores_codex":[0.9992203,0.00005749737,0.0003021057,0.0001199328,0.0001035942,0.0001965446],"domain_scores_gemma":[0.9991344,0.0006334558,0.00001318405,0.0001587128,0.00004560264,0.00001471247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006818016,0.0000967978,0.05054954,0.006142699,0.0003648616,0.00001958526,0.08953739,0.02048174,0.01390756,0.7384687,0.06338897,0.01697396],"study_design_scores_gemma":[0.001064087,0.0001491334,0.08545121,0.0003039486,0.00005016935,0.000009088577,0.04184052,0.5640729,0.002325264,0.2240702,0.08006247,0.0006010007],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9349024,0.001058956,0.03169144,0.001383189,0.0004934518,0.0003968213,0.00001201951,0.000419982,0.0296417],"genre_scores_gemma":[0.9947391,0.000001727665,0.004853118,0.00005251061,0.00004888194,0.0000141236,0.000004657728,0.00001676197,0.0002690943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5435912,"threshold_uncertainty_score":0.2722403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003335727035418604,"score_gpt":0.2148960340996401,"score_spread":0.2115603070642215,"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."}}