{"id":"W4389540931","doi":"10.17118/11143/20964","title":"An experimental study of archimedes screw pump efficiency","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Mechanical engineering; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001269663,0.00006869209,0.000122819,0.00007232907,0.00002299355,0.000009817202,0.0001192237,0.00001738695,0.0001412389],"category_scores_gemma":[0.000003895688,0.00005680838,0.00001824766,0.0001884474,0.00001113281,0.00004137689,0.00001412363,0.00002778374,0.0001497519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008009584,"about_ca_system_score_gemma":0.000003618313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000119758,"about_ca_topic_score_gemma":0.00001854414,"domain_scores_codex":[0.9994467,0.00002279539,0.0001751281,0.00008198227,0.0001459592,0.0001273953],"domain_scores_gemma":[0.9997182,0.00002885173,0.00001018393,0.000188499,0.000005770648,0.000048519],"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":[0.00001739703,0.003434666,0.02677713,0.0004279088,0.0002669134,0.00005518019,0.1561602,0.3801131,0.4193583,0.001347274,0.003965818,0.008076121],"study_design_scores_gemma":[0.001233252,0.001542954,0.01944358,0.00006071928,0.00001471036,0.000009328745,0.0835049,0.7706372,0.1228029,0.00003355304,0.0002878596,0.0004289845],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763959,0.00002339534,0.0005508485,0.000002220345,0.0001647821,0.0001927998,9.868222e-7,0.0004196124,0.02224946],"genre_scores_gemma":[0.9997309,0.000001375344,0.00003312207,0.000002871324,0.00002928527,0.00002058297,0.000002217082,0.00001393841,0.0001657256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3905241,"threshold_uncertainty_score":0.2316578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02439644387318885,"score_gpt":0.2793188456466039,"score_spread":0.2549224017734151,"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."}}