{"id":"W7118170274","doi":"10.23977/jeis.2025.100219","title":"Design of an Integrated Machine for Washing and Packaging Leafy Vegetables","year":2025,"lang":"","type":"article","venue":"Journal of Electronics and Information Science","topic":"Smart Agriculture and AI","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Leafy vegetables; Automation; Leafy; Modular design; Workflow; Food processing; Product (mathematics); Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0002764052,0.0004964898,0.0005139256,0.0004472022,0.0003055015,0.0005365873,0.001255331,0.0007667431,0.001559678],"category_scores_gemma":[0.0002477451,0.0003421031,0.0004256754,0.0002206781,0.0001900167,0.0005561339,0.0003532304,0.0002689922,0.0008572004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000304393,"about_ca_system_score_gemma":0.0005880976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004134688,"about_ca_topic_score_gemma":0.0004860614,"domain_scores_codex":[0.9996344,0.00002178355,0.00002283911,0.0001168579,0.0001613893,0.00004277461],"domain_scores_gemma":[0.9997948,0.00001827237,0.00003909487,0.00002915301,0.00009139037,0.00002734548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002311527,0.0001876679,0.003458222,0.0006034554,0.00006550711,0.0003778849,0.0001776528,0.008998828,0.8521493,0.003044287,0.001894663,0.1288114],"study_design_scores_gemma":[0.000229323,0.005106789,0.01891083,0.00008636514,0.0003552177,0.002520687,0.0001541782,0.2350989,0.6472549,0.001040301,0.08902401,0.000218441],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1575778,0.0008446097,0.8286399,0.000232653,0.0002999705,0.0005800369,0.0002498196,0.003944428,0.007630873],"genre_scores_gemma":[0.6081066,0.0003708034,0.3837175,0.0001400461,0.00005768577,0.000335853,0.0002988834,0.00009308488,0.006879479],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001559678,"threshold_uncertainty_score":0.005217612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01024652346544093,"score_gpt":0.2390355300178724,"score_spread":0.2287890065524315,"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."}}