{"id":"W7116699713","doi":"10.1109/spceportland68561.2025.11293482","title":"Atex Compliance - 5 Concepts Demystified","year":2025,"lang":"","type":"article","venue":"","topic":"Global trade, sustainability, and social impact","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Certification; Directive; Conformity; European union; Flexibility (engineering); Obligation; Interchangeability; Terminology; Compliance (psychology); Conformity assessment","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":[0.01882545,0.0009275259,0.0006181287,0.00458507,0.004066741,0.02454654,0.003159245,0.009775057,0.0319887],"category_scores_gemma":[0.02336704,0.0007949391,0.001538205,0.003074825,0.01356419,0.02165968,0.01178942,0.01185343,0.01061891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006737605,"about_ca_system_score_gemma":0.0114607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006099845,"about_ca_topic_score_gemma":0.003388195,"domain_scores_codex":[0.9705915,0.00983134,0.002991426,0.00315371,0.0116772,0.001754862],"domain_scores_gemma":[0.9788849,0.005845405,0.001637282,0.004823915,0.007770336,0.001038169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008232863,0.00001516007,0.0001512211,0.0000498265,0.000003350083,0.00007463697,0.0009493878,0.0001845955,0.0001503662,0.9748936,0.01144946,0.01207034],"study_design_scores_gemma":[0.000009707734,0.00003809564,0.0005368951,0.0004665059,0.000009357487,0.0003918537,0.001230631,0.0008662188,0.0005007709,0.2196413,0.7762697,0.00003877202],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.007482508,0.002256426,0.127031,0.03587393,0.003901195,0.0004148436,0.0009239321,0.00153712,0.8205791],"genre_scores_gemma":[0.2905854,0.005214924,0.1817128,0.02218532,0.003097436,0.00171833,0.002805437,0.001904306,0.4907762],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.0319887,"threshold_uncertainty_score":0.1070129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04408560690180208,"score_gpt":0.330583712505448,"score_spread":0.2864981056036459,"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."}}