{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019167,0.0004369829,0.0003941826,0.0002915438,0.0003114984,0.0006961166,0.0008497179,0.001235027,0.002878742],"category_scores_gemma":[0.0003793591,0.0002238454,0.0004512771,0.0002415893,0.0003370235,0.0008669028,0.0004145002,0.000604372,0.0005698639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000649186,"about_ca_system_score_gemma":0.0005585183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005521451,"about_ca_topic_score_gemma":0.002679925,"domain_scores_codex":[0.9998981,0.00001111603,0.000006102034,0.00003479291,0.00003408944,0.00001581493],"domain_scores_gemma":[0.9998912,0.00004177183,0.00001884967,0.00001154934,0.00002945514,0.000007241846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001553605,0.0003485047,0.001782749,0.0003610776,0.00002673022,0.0003040263,0.0002797111,0.8081273,0.1270629,0.03999047,0.001719247,0.01984192],"study_design_scores_gemma":[0.00001204027,0.00004130667,0.0002044176,0.00000461701,0.000003899372,0.00001519831,0.0000100039,0.992831,0.004499874,0.0009605778,0.001409875,0.000007060675],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4723053,0.002190071,0.4538703,0.001392848,0.0002312916,0.0004425818,0.001657577,0.0006994876,0.06721053],"genre_scores_gemma":[0.9392256,0.001400771,0.02940537,0.0001640338,0.00004333784,0.000454658,0.0004311713,0.00008009462,0.02879498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005521451,"threshold_uncertainty_score":0.01097864,"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."}}