{"id":"W4417092481","doi":"10.37128/2520-6168-2025-2-13","title":"INVESTIGATION OF DESIGN FEATURES AND WAYS TO IMPROVE VERTICAL AUGERS OF FEED MIXER-DISTRIBUTORS","year":2025,"lang":"","type":"article","venue":"ENGINEERING ENERGY TRANSPORT AIC","topic":"Agricultural Engineering and Mechanization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mixing (physics); Grinding; Quality (philosophy); Auger; Productivity; Position (finance); Energy (signal processing)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009345711,0.0006416243,0.0004274378,0.001073317,0.0003186068,0.001220714,0.001171418,0.0007240598,0.002628317],"category_scores_gemma":[0.001067785,0.0004687229,0.0007219542,0.000764201,0.0002337272,0.001255685,0.000354487,0.0006152148,0.0008340898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006410146,"about_ca_system_score_gemma":0.0007498408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008691077,"about_ca_topic_score_gemma":0.002182806,"domain_scores_codex":[0.9994147,0.00008343352,0.00004362872,0.0001102534,0.0002687194,0.00007924876],"domain_scores_gemma":[0.9995028,0.00008784842,0.0001524109,0.00003903797,0.0001909105,0.00002708303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007503408,0.0004476398,0.008606754,0.006204338,0.0001277026,0.0006125643,0.0004097246,0.02954171,0.4699947,0.009827601,0.002047082,0.4714299],"study_design_scores_gemma":[0.0003513814,0.008227046,0.04329867,0.001496107,0.001252619,0.001910055,0.001223446,0.1034975,0.608084,0.00443859,0.22603,0.0001904983],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6286379,0.04678612,0.2858261,0.0007304392,0.0004685567,0.0007516964,0.000537933,0.001035025,0.03522627],"genre_scores_gemma":[0.8079187,0.01020592,0.1741257,0.00013042,0.00007267582,0.0001871675,0.0002900317,0.0001064984,0.006962903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002628317,"threshold_uncertainty_score":0.008792639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005498375790518216,"score_gpt":0.1621497494505292,"score_spread":0.156651373660011,"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."}}