{"id":"W4367154841","doi":"10.36487/acg_repo/2355_12","title":"Pressure instrument slack flow detection – three methods to determine flow status of a paste reticulation system","year":2023,"lang":"en","type":"article","venue":"Paste/˜Pœaste","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Banff Centre; University of Alberta; Geomechanica (Canada)","funders":"","keywords":"Flow (mathematics); Computer science; Flow measurement; Mechanics; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004494285,0.000274572,0.0004075437,0.0003257363,0.0000752956,0.00006406071,0.0001345756,0.0001540443,0.00002015349],"category_scores_gemma":[0.00004182916,0.0002634025,0.0000992858,0.0007544747,0.00001451724,0.0002050477,0.00008198727,0.0001174451,0.00009082988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001397356,"about_ca_system_score_gemma":0.00001544426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008240335,"about_ca_topic_score_gemma":0.000316058,"domain_scores_codex":[0.9980534,0.0001351307,0.0006407287,0.0003267432,0.0003339887,0.0005099778],"domain_scores_gemma":[0.9990536,0.00005917256,0.0001190085,0.0004492786,0.0001353237,0.0001836415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003180341,0.000007072476,0.000595958,0.0009658242,0.0000949825,0.000003866547,0.001014435,0.9194499,0.01186953,0.00001711164,0.000236776,0.06571268],"study_design_scores_gemma":[0.0004723191,0.0001129765,0.003951328,0.0003145181,0.00007650187,0.0000104915,0.0001997282,0.9654496,0.02469592,0.00001067609,0.004452058,0.000253888],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.212365,0.0001869211,0.7817379,0.00003180031,0.002308273,0.001118499,0.00007846309,0.0008330299,0.001340121],"genre_scores_gemma":[0.9588007,0.00001426016,0.04029115,0.000004811114,0.0002274338,0.0001431003,0.00004688553,0.00008121391,0.0003904578],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7464356,"threshold_uncertainty_score":0.9999818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02022985166869128,"score_gpt":0.2415503275592585,"score_spread":0.2213204758905672,"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."}}