{"id":"W1878151390","doi":"10.1108/jqme-05-2013-0030","title":"Human factors engineering in aircraft maintenance: a review","year":2015,"lang":"en","type":"review","venue":"Journal of Quality in Maintenance Engineering","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"International Civil Aviation Organization","funders":"","keywords":"Aviation; Aircraft maintenance; Engineering; Risk analysis (engineering); Systems engineering; Aviation accident; Construction engineering; Transport engineering; Engineering management; Aeronautics; Business","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01591536,0.000641214,0.004475533,0.001249377,0.0000937355,0.00001282924,0.0008551522,0.0006365022,0.00009031713],"category_scores_gemma":[0.008160229,0.0004921736,0.0006343535,0.001481571,0.0000345839,0.0002997904,0.0001827109,0.006292359,0.00004799017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003672691,"about_ca_system_score_gemma":0.002389753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001826245,"about_ca_topic_score_gemma":0.0000786404,"domain_scores_codex":[0.9902061,0.001171691,0.005644611,0.0003914103,0.00109732,0.001488872],"domain_scores_gemma":[0.9941549,0.002133439,0.001860087,0.0005324754,0.0007442309,0.0005748785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007921501,0.0002727048,0.004225539,0.8388273,0.0001914067,0.0005713561,0.00128756,0.002449828,0.000001831366,0.003701329,0.01396119,0.1344308],"study_design_scores_gemma":[0.0008493674,0.00009092628,0.003767749,0.3060213,0.00004633265,0.00002932891,0.0001179937,0.00009852391,2.360345e-8,0.00003978223,0.6885403,0.0003983497],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002839353,0.9957235,0.0002694042,0.0003527266,0.001138736,0.001908287,0.00004767934,0.00003648089,0.0002392392],"genre_scores_gemma":[0.0001978613,0.9979125,0.0005351924,0.0001584896,0.0005663044,0.0002012086,0.00003411826,0.0001076546,0.0002866214],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6745791,"threshold_uncertainty_score":0.999753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2339590190193639,"score_gpt":0.5411481027209928,"score_spread":0.3071890837016289,"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."}}