{"id":"W4403301659","doi":"10.2139/ssrn.4948483","title":"Basement Waterproofing Experience in Toronto","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Waterproofing; Basement; Geology; Forensic engineering; History; Archaeology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003601088,0.0001095104,0.00008606901,0.00005464988,0.00004091729,0.00007573762,0.0001188183,0.00003666629,0.00005272661],"category_scores_gemma":[0.000004730314,0.00009057476,0.00004242916,0.0000741582,0.000008180492,0.0003223935,0.00001372967,0.0007928322,0.00001116227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003509904,"about_ca_system_score_gemma":0.0001782338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002306796,"about_ca_topic_score_gemma":0.002547053,"domain_scores_codex":[0.9981889,0.000008769931,0.0001722179,0.00010375,0.0001175896,0.001408784],"domain_scores_gemma":[0.9998668,0.000008081412,0.000007576011,0.00007295289,0.000009717901,0.00003484392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004002448,0.00002745417,0.005265732,0.0001800362,0.0002886046,0.0002963442,0.01454189,0.0161186,0.06070317,0.2036283,0.0003894902,0.6985204],"study_design_scores_gemma":[0.003170911,0.001062231,0.006430243,0.003385111,0.0001278812,0.005516816,0.1117261,0.1645133,0.1281338,0.4126566,0.1592501,0.004026819],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9346178,0.02124853,0.03397346,0.00007043087,0.002811275,0.00009495643,5.985072e-7,0.0002208611,0.006962124],"genre_scores_gemma":[0.9962908,0.002866769,0.0001068525,0.00001088254,0.0004665812,0.00001038243,5.227935e-7,0.00002408056,0.0002231198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6944935,"threshold_uncertainty_score":0.9178277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004078266737208965,"score_gpt":0.2389302444559244,"score_spread":0.2348519777187155,"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."}}