{"id":"W4385724439","doi":"10.1061/9780784485026.034","title":"Peel Back the Layers on a Critical Feedermain Assessment and Repair Project","year":2023,"lang":"en","type":"article","venue":"","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Ottawa","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001149098,0.0005933048,0.0001635442,0.001069962,0.003430869,0.001653025,0.001198733,0.001031788,0.01393126],"category_scores_gemma":[0.002150353,0.0004183823,0.0002815725,0.0004492062,0.0008836401,0.0009509895,0.00169918,0.000993634,0.001916194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00927355,"about_ca_system_score_gemma":0.01949445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4516762,"about_ca_topic_score_gemma":0.7351981,"domain_scores_codex":[0.9991336,0.00006132198,0.00001280822,0.00009312148,0.0004872167,0.0002117646],"domain_scores_gemma":[0.9972849,0.0001188809,0.00009193482,0.0001452389,0.001613284,0.0007457776],"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":[0.001068074,0.001130625,0.07519188,0.000543616,0.00009497251,0.008069015,0.01428836,0.008093592,0.06909084,0.007678665,0.1610163,0.653734],"study_design_scores_gemma":[0.0001344065,0.00212916,0.1721301,0.0004074151,0.00009042412,0.002017956,0.02079755,0.01009731,0.03087232,0.002624341,0.7585514,0.0001476573],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7613486,0.001251767,0.02797254,0.007534443,0.000477738,0.002090131,0.002351919,0.003818347,0.1931545],"genre_scores_gemma":[0.7739994,0.0007962876,0.0256335,0.0008492611,0.0000272669,0.0002039248,0.001570637,0.0003341877,0.1965854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4516762,"threshold_uncertainty_score":0.8980943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04703255347982775,"score_gpt":0.3738754924614318,"score_spread":0.326842938981604,"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."}}