{"id":"W4298009668","doi":"10.18280/ts.390420","title":"Image Information Recognition and Classification of Warehoused Goods in Intelligent Logistics Based on Machine Vision Technology","year":2022,"lang":"en","type":"article","venue":"Traitement du signal","topic":"E-commerce and Technology Innovations","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Linyi University","keywords":"sort; Computer science; Machine vision; Process (computing); Artificial intelligence; Image (mathematics); Architecture; Image processing; Industrial engineering; Engineering; Database","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004151899,0.0001053016,0.0001249041,0.001255996,0.0001398115,0.00003449629,0.000136627,0.00006397531,0.0003545785],"category_scores_gemma":[0.00005899934,0.0001093474,0.00002215189,0.0009651003,0.0001064951,0.0004166914,0.00009289095,0.0002268151,0.00002976541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006058541,"about_ca_system_score_gemma":0.00001315454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007672625,"about_ca_topic_score_gemma":0.00003688692,"domain_scores_codex":[0.9991106,0.00001438187,0.000419394,0.0001358182,0.0001924074,0.0001273641],"domain_scores_gemma":[0.9994605,0.00003694159,0.0002719967,0.0001337132,0.00009277423,0.00000411192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007796726,0.002817448,0.1003253,0.0006299883,0.00006276765,0.0000147851,0.0003231663,0.004422982,0.0297373,0.1514598,0.004315256,0.7051116],"study_design_scores_gemma":[0.005240133,0.0009037582,0.09938247,0.0001795175,0.0001190091,0.000005214176,0.003535664,0.8199002,0.00332027,0.03649345,0.03018718,0.0007331897],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9028698,0.00002167172,0.0765001,0.01447712,0.0001654174,0.0009783134,0.00009908239,0.0003429699,0.004545573],"genre_scores_gemma":[0.9974591,0.000003774174,0.0007706402,0.001007469,0.00002368818,0.0000996624,0.0006244718,0.000008802907,0.000002449905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8154771,"threshold_uncertainty_score":0.4459058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03490903876256178,"score_gpt":0.2505125495636232,"score_spread":0.2156035108010614,"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."}}