{"id":"W576143632","doi":"","title":"Red flags on SMS","year":2009,"lang":"en","type":"article","venue":"AeroSafety world./AeroSafety world","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audit; Certificate; FLAGS register; Government (linguistics); Aviation safety; Engineering; General partnership; Business; European union; Aviation; Computer security; Finance; Accounting; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003402685,0.001012572,0.001353164,0.001222847,0.003885578,0.00006092707,0.001323477,0.0004576165,0.006064334],"category_scores_gemma":[0.0007771674,0.0009288773,0.0005431614,0.004358931,0.0002947269,0.0005645097,0.0003236086,0.004102707,0.00734621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001444456,"about_ca_system_score_gemma":0.00131299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002707684,"about_ca_topic_score_gemma":0.002868596,"domain_scores_codex":[0.9881713,0.001636301,0.002694232,0.00170314,0.002182284,0.003612676],"domain_scores_gemma":[0.9907979,0.003891808,0.0007639924,0.002183283,0.0006998681,0.001663191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.01282036,0.001813581,0.102539,0.0005629094,0.0001917951,0.0001572675,0.00148785,0.0005576108,0.001756279,0.3255585,0.4562712,0.09628359],"study_design_scores_gemma":[0.003832127,0.0005509252,0.6119298,0.0007061232,0.0000349249,0.000004409657,0.0001269999,0.0001880702,0.0002288254,0.00432609,0.3771975,0.0008742121],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02398302,0.0005303645,0.0006162256,0.1899157,0.005153983,0.006844986,0.0002807426,0.001670953,0.771004],"genre_scores_gemma":[0.8245707,0.0003090833,0.002051635,0.02467131,0.00238471,0.0004779527,0.0004235485,0.00015443,0.1449566],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8005877,"threshold_uncertainty_score":0.9993162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0752856100534002,"score_gpt":0.4497004039047732,"score_spread":0.374414793851373,"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."}}