{"id":"W4405121956","doi":"10.1061/jcemd4.coeng-15012","title":"Smart Rehabilitation-Planning Framework for Sustainable Infrastructure: Roofing Application","year":2024,"lang":"en","type":"article","venue":"Journal of Construction Engineering and Management","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Rehabilitation; Business; Architectural engineering; Environmental planning; Process management; Construction engineering; Environmental resource management; Engineering; Medicine; Environmental science; Physical therapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002228569,0.0001240489,0.0001441305,0.0003298692,0.00005545781,0.0001138266,0.00006005108,0.00006071157,0.000002400468],"category_scores_gemma":[0.00004651478,0.0001188525,0.00006326715,0.0001888516,0.00001838055,0.000289237,0.00001502238,0.00019035,3.924427e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001157411,"about_ca_system_score_gemma":0.000009808637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.169875e-7,"about_ca_topic_score_gemma":3.292569e-8,"domain_scores_codex":[0.9992996,0.000003870377,0.0002948111,0.000100421,0.0001098403,0.0001914785],"domain_scores_gemma":[0.999631,0.0001057436,0.00004459234,0.00007890513,0.00008909532,0.0000506702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001409296,0.000002428145,0.0002305683,0.002551029,0.0002238265,0.00002655682,0.0004241131,0.5922815,0.0005997716,0.3088736,0.001292941,0.09347963],"study_design_scores_gemma":[0.0007694481,0.0002129771,0.005424696,0.002125732,0.0003109413,0.0006127511,0.004791826,0.3632703,0.0012659,0.08720899,0.5333779,0.0006285743],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02734132,0.0013791,0.9687744,0.00007058036,0.001819636,0.0001991202,9.346477e-7,0.000149534,0.0002653704],"genre_scores_gemma":[0.7563528,0.0001738699,0.2429001,0.000007630981,0.0004777349,0.00002961556,0.000001323807,0.00002858394,0.00002823787],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7290115,"threshold_uncertainty_score":0.4846664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002145444692990706,"score_gpt":0.2119843708866054,"score_spread":0.2098389261936147,"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."}}