{"id":"W4410979693","doi":"10.1016/j.rineng.2025.105626","title":"Advancements in pneumatic seed-metering devices: A review of numerical and experimental approaches","year":2025,"lang":"en","type":"review","venue":"Results in Engineering","topic":"Soil Mechanics and Vehicle Dynamics","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Hydro (Canada)","funders":"Universidad de Guanajuato; Universidad de Santander","keywords":"Metering mode; Computer science; Engineering; Mechanical engineering","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":[0.002804577,0.001316459,0.001751297,0.002815541,0.0005077184,0.002182461,0.001584963,0.001509602,0.003511927],"category_scores_gemma":[0.003768126,0.001189437,0.001674414,0.003021179,0.000965295,0.002871625,0.001192358,0.001683459,0.001696793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000988144,"about_ca_system_score_gemma":0.001560825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001329954,"about_ca_topic_score_gemma":0.001184074,"domain_scores_codex":[0.9982705,0.0002526808,0.0002277842,0.0003407705,0.0008377943,0.00007051468],"domain_scores_gemma":[0.9977934,0.001236766,0.0002368233,0.0001710146,0.0005091651,0.00005274544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003820421,0.0003179195,0.002609486,0.04332833,0.000302744,0.0004592366,0.0004780937,0.02300365,0.06597622,0.02531487,0.008439557,0.8293878],"study_design_scores_gemma":[0.000100137,0.001756077,0.004301474,0.007592882,0.0008618981,0.002026988,0.0005079877,0.04852333,0.1323961,0.01439515,0.7869622,0.0005758459],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01104759,0.8425633,0.1309268,0.0009462984,0.0007623595,0.0002400775,0.000457903,0.0004808338,0.0125747],"genre_scores_gemma":[0.06849637,0.82987,0.09542038,0.0004904256,0.0005751192,0.0003807192,0.0007111693,0.0002045444,0.003851383],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003511927,"threshold_uncertainty_score":0.0148322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02945920620063418,"score_gpt":0.2838830274291168,"score_spread":0.2544238212284826,"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."}}