{"id":"W7139935523","doi":"10.1109/acoit66109.2025.11437033","title":"Deep Learning-Based Convolutional Neural Network Approach for Smart Automated Classification and Sorting of Vegetables","year":2025,"lang":"","type":"article","venue":"","topic":"Smart Agriculture and AI","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Convolutional neural network; Sorting; Artificial neural network; Pattern recognition (psychology); Deep learning","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":[0.0002708425,0.0006801245,0.0003339429,0.000457239,0.0002414468,0.0004487793,0.000796435,0.0007221788,0.001586119],"category_scores_gemma":[0.0004143637,0.0003175142,0.0005891532,0.0004691014,0.0002276069,0.0006664749,0.0004851813,0.0008314474,0.0006634858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009953333,"about_ca_system_score_gemma":0.0009010821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02443866,"about_ca_topic_score_gemma":0.03151307,"domain_scores_codex":[0.9998745,0.00001207929,0.000005516711,0.00004419061,0.00002926562,0.00003442717],"domain_scores_gemma":[0.9998837,0.00002619954,0.0000132933,0.00001367841,0.00005318222,0.00000996076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003560492,0.0003087756,0.006477285,0.0001441146,0.0001485329,0.0002670814,0.0001180982,0.5339637,0.04465282,0.003378799,0.006906564,0.4032781],"study_design_scores_gemma":[0.00000400422,0.00003474986,0.0007591714,0.000007443307,0.00001200805,0.00001846781,0.00001261805,0.9929524,0.004544779,0.0008278355,0.0008206333,0.000005935544],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3018215,0.001980763,0.6772777,0.0009179432,0.0002463791,0.0001379003,0.001151785,0.006306011,0.01016001],"genre_scores_gemma":[0.8532837,0.0006072411,0.1288982,0.0003578478,0.00003658828,0.00007705702,0.00182905,0.00009274742,0.0148176],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02443866,"threshold_uncertainty_score":0.04859287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02145395404709802,"score_gpt":0.2367348206298196,"score_spread":0.2152808665827216,"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."}}