{"id":"W4393981899","doi":"10.36487/acg_repo/2455_03","title":"Avoiding dam failures: is filtration the best solution?","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic flow and structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Filtration (mathematics); Computer science; Reliability engineering; Engineering; Mathematics; Statistics","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":[0.00008019327,0.00006749022,0.00004130247,0.00002744834,0.000121962,0.0001176321,0.00007079156,0.00003884249,0.0004604651],"category_scores_gemma":[0.00001114308,0.00004200304,0.00003464693,0.00009579709,0.00001293875,0.0001032249,0.000008011079,0.0001722427,0.0002603323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001886623,"about_ca_system_score_gemma":0.000008013044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004128252,"about_ca_topic_score_gemma":0.00005828018,"domain_scores_codex":[0.9996405,0.00001110118,0.00007888269,0.00007893296,0.00007980741,0.000110815],"domain_scores_gemma":[0.9998178,0.00005436743,0.000002196202,0.00009942021,0.000006224856,0.00001992309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002673878,0.000009628737,0.00005746345,0.0003051138,0.0002298738,0.00002700579,0.01120314,0.05439195,0.05609353,0.07649958,0.7027605,0.09841951],"study_design_scores_gemma":[0.00004438723,0.00001090343,0.00008728581,0.00003929852,0.0000188427,0.00002260919,0.0005929795,0.5802975,0.01666327,0.001849376,0.4002229,0.0001506486],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1785938,0.009675049,0.3845412,0.01277344,0.005161614,0.0005025626,0.00003663611,0.003458437,0.4052573],"genre_scores_gemma":[0.9975207,0.00005359592,0.0002421622,0.0001228995,0.0002358837,0.00000690049,0.00000405152,0.00001184845,0.001801969],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8189269,"threshold_uncertainty_score":0.504177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01035463326416525,"score_gpt":0.2268046000346711,"score_spread":0.2164499667705058,"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."}}