{"id":"W4389584957","doi":"10.17118/11143/21044","title":"Oxygenation of flowing water using a deflector : physical modeltests","year":2023,"lang":"en","type":"article","venue":"","topic":"Flow Measurement and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Andritz (Canada); McGill University","funders":"","keywords":"Oxygenation; Computer science; Marine engineering; Mechanics; Environmental science; Physics; Engineering; Medicine; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.00006384848,0.000052272,0.00008584499,0.0001012803,0.00001710361,0.000007634762,0.00003551676,0.00001553881,0.00002931128],"category_scores_gemma":[0.000003921414,0.00003872461,0.00006090684,0.0002179605,0.000003505745,0.00007763762,0.000009840865,0.00002583643,0.00004850128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001894042,"about_ca_system_score_gemma":0.000002256725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001416796,"about_ca_topic_score_gemma":0.000007693472,"domain_scores_codex":[0.9996106,0.000004792588,0.00008008329,0.00005670287,0.000129882,0.0001179199],"domain_scores_gemma":[0.9998892,0.00000636814,0.000002306115,0.00006266378,0.00002264551,0.00001684117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[3.607066e-7,0.000003330812,0.0000753838,0.00001365198,0.00002387077,3.624738e-7,0.0001633568,0.3431385,0.6562188,0.00002109199,0.00004113381,0.0003001922],"study_design_scores_gemma":[0.00004201061,0.000001834745,0.0001394383,0.000005090166,0.00001465858,6.44771e-8,0.00001127547,0.6814161,0.3182679,0.00005439698,0.000008476141,0.00003873151],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866533,0.000006331152,0.01225239,0.00001060008,0.00004798443,0.00002410217,4.625502e-7,0.0002094044,0.0007953759],"genre_scores_gemma":[0.9994649,0.000001337382,0.0003963381,0.000002744862,0.00005421008,0.000001564032,0.000006265242,0.00001187107,0.0000607502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3382776,"threshold_uncertainty_score":0.1579144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03749363393474475,"score_gpt":0.2461228707394803,"score_spread":0.2086292368047355,"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."}}