{"id":"W7083690567","doi":"10.53364/24138614_2025_38_3_4","title":"CREATION OF A \"SMART\" OCCUPATIONAL SAFETY MANAGEMENT SYSTEM IN CIVIL AVIATION IN THE CONTEXT OF THE \"SOCIETY 5.0\" CONCEPT","year":2025,"lang":"en","type":"article","venue":"Вестник Академии гражданской авиации","topic":"Material Selection and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Red River College","funders":"","keywords":"Civil aviation; Occupational safety and health; Context (archaeology); Aviation; Sustainability; Adaptation (eye); Management system; Risk management","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00113199,0.0001364718,0.0002577866,0.00009427007,0.0001200024,0.00004341661,0.0003872268,0.00008887849,0.0002593169],"category_scores_gemma":[0.00005827805,0.0000855039,0.0001208951,0.0006369279,0.0001572158,0.0001389559,0.00008964724,0.00009612502,0.00001146654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001762237,"about_ca_system_score_gemma":0.00009332044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001058058,"about_ca_topic_score_gemma":0.001181106,"domain_scores_codex":[0.9980907,0.0004253098,0.0006834983,0.0002269131,0.0003863718,0.00018718],"domain_scores_gemma":[0.9991326,0.0001283804,0.0002761701,0.0003322895,0.000116036,0.00001450165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.004051023,0.001221624,0.1142578,0.003946904,0.0002147576,0.000005843247,0.04555798,0.003176885,0.2084595,0.5816332,0.01790679,0.01956774],"study_design_scores_gemma":[0.00510158,0.0002156699,0.6575994,0.002149773,0.000139536,0.000008379539,0.02897557,0.003495617,0.2714901,0.001322603,0.0289762,0.0005255371],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.969575,0.0003920436,0.001699889,0.001144248,0.001405037,0.001745476,0.000106276,0.00005716829,0.0238748],"genre_scores_gemma":[0.9986036,0.00002981115,0.0001289123,0.000386799,0.00002713598,0.0000828109,0.00001436334,0.000006239192,0.0007203256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5803106,"threshold_uncertainty_score":0.3486748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01180571219599012,"score_gpt":0.2438644192679519,"score_spread":0.2320587070719618,"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."}}