{"id":"W7094276314","doi":"","title":"Dan Maurino","year":2018,"lang":"","type":"article","venue":"Scholarly Commons (Embry–Riddle Aeronautical University)","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Civil aviation; Aviation; Aviation engineering; Aviation safety; Aircraft maintenance; State (computer science); Occupational safety and health; International airport","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":["research_integrity","insufficient_payload"],"category_scores_codex":[0.002948067,0.0009408936,0.001211604,0.001507712,0.008319104,0.0003921008,0.002734031,0.001790292,0.008629438],"category_scores_gemma":[0.001991077,0.001011017,0.0006476258,0.004150855,0.002587022,0.003742977,0.002892508,0.007802995,0.0165892],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002769702,"about_ca_system_score_gemma":0.006406461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001485889,"about_ca_topic_score_gemma":0.001914483,"domain_scores_codex":[0.9860408,0.004909317,0.001435964,0.001755849,0.002043214,0.003814801],"domain_scores_gemma":[0.9865727,0.003690392,0.0004727996,0.002329043,0.003017129,0.003917942],"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":[0.01015477,0.003006279,0.3256196,0.001045976,0.0006583904,0.0008882635,0.001620096,0.00001423427,0.0002254144,0.5793443,0.02404801,0.05337472],"study_design_scores_gemma":[0.005365247,0.003348689,0.472335,0.0006683998,0.0002490678,0.00002607349,0.002550751,0.001627641,0.00005609038,0.001339977,0.5113091,0.001123946],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4675696,0.000820053,0.001835553,0.0155904,0.002893164,0.003476448,0.0008360558,0.000417542,0.5065612],"genre_scores_gemma":[0.9506677,0.0003882895,0.001246034,0.001317793,0.001767295,0.0000121237,0.000200597,0.0001258648,0.04427432],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5780042,"threshold_uncertainty_score":0.9995056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1013720163520787,"score_gpt":0.3652103793338354,"score_spread":0.2638383629817567,"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."}}