{"id":"W4406242530","doi":"10.12968/s2514-9768(25)90010-5","title":"UL508A Key for UK Machine Builders Seeking Success in North American Markets","year":2024,"lang":"en","type":"article","venue":"Manufacturing Management","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Key (lock); Business; Control (management); Compliance (psychology); Marketing; Engineering; Computer science; Computer security; Management; Economics; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006459253,0.0007508154,0.0005743111,0.001650531,0.01166264,0.01375556,0.001349919,0.01204509,0.263416],"category_scores_gemma":[0.02086168,0.0007159372,0.0005214374,0.000649562,0.00338079,0.006122415,0.008063784,0.008291418,0.1067593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006713182,"about_ca_system_score_gemma":0.03333291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03225061,"about_ca_topic_score_gemma":0.07460786,"domain_scores_codex":[0.9912844,0.0009956874,0.0003161726,0.0006184388,0.002880719,0.003904562],"domain_scores_gemma":[0.9555956,0.003160574,0.001048,0.001150981,0.01271606,0.02632876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004855086,0.00006366924,0.001237145,0.00008224473,0.000002772952,0.0005596522,0.0007624212,0.00003848851,0.0009185695,0.00965355,0.9472768,0.03935604],"study_design_scores_gemma":[0.00001605751,0.0000963947,0.004743972,0.0003319098,0.000003514209,0.000536292,0.002886031,0.0001134226,0.000321741,0.002043184,0.9888754,0.00003217151],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01070462,0.002712583,0.00241467,0.4171405,0.01102547,0.0003335825,0.0003572333,0.001301241,0.5540102],"genre_scores_gemma":[0.07608911,0.001658714,0.002533166,0.07586773,0.002323786,0.0002773933,0.00029507,0.0004144022,0.8405407],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.263416,"threshold_uncertainty_score":0.8812142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0471915326108398,"score_gpt":0.3990074182203308,"score_spread":0.351815885609491,"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."}}