{"id":"W7125579881","doi":"10.1109/iccect64621.2025.11339644","title":"Research on the Quality Improvement Strategy of Inspection and Testing Institutions Based on AI Vision Systems","year":2025,"lang":"","type":"article","venue":"","topic":"Industrial Vision Systems and Defect Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Field (mathematics); Convolutional neural network; Quality (philosophy); Key (lock); Machine vision; Plan (archaeology); Service (business)","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":[0.001916856,0.0005309165,0.0003971609,0.001676187,0.0005873652,0.002209513,0.001231116,0.00105252,0.001786321],"category_scores_gemma":[0.004773084,0.0002125953,0.0004864244,0.001719674,0.000952567,0.003658932,0.0009925639,0.0007159908,0.0003377247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002086032,"about_ca_system_score_gemma":0.002339368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007832038,"about_ca_topic_score_gemma":0.004120582,"domain_scores_codex":[0.9984017,0.0003681834,0.000088757,0.0003020613,0.0006079022,0.0002313759],"domain_scores_gemma":[0.996768,0.0007239123,0.0006317539,0.0002009304,0.001456193,0.0002191962],"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":[0.0001761532,0.0003834885,0.02779124,0.001521002,0.0001551573,0.0003388827,0.000893348,0.1092908,0.02624376,0.1083189,0.006077058,0.7188101],"study_design_scores_gemma":[0.00004757756,0.0006208459,0.02483811,0.0003133382,0.0002140073,0.0003277549,0.00170156,0.8807032,0.02163559,0.03869701,0.03081729,0.00008385906],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1588406,0.01552843,0.7839734,0.004491696,0.0002633773,0.0002847252,0.00009262948,0.0006770765,0.03584812],"genre_scores_gemma":[0.9185747,0.006056706,0.07089109,0.0002739999,0.00008866297,0.00006502,0.0001000568,0.00002789739,0.003921838],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007832038,"threshold_uncertainty_score":0.01557291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2039515521918889,"score_gpt":0.4291761105175815,"score_spread":0.2252245583256927,"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."}}