{"id":"W3156132366","doi":"10.17762/turcomat.v12i3.2009","title":"When do we fly again? Managing Airlines in a Pandemic: Challenges and Recommendations","year":2021,"lang":"en","type":"article","venue":"Türk bilgisayar ve matematik eğitimi dergisi","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University of Edmonton","funders":"","keywords":"Distrust; Business; Pandemic; Government (linguistics); Sustainability; Aviation; Coronavirus disease 2019 (COVID-19); Customer engagement; Civil aviation; Resilience (materials science); Marketing; Public relations; Political science; Medicine; Social media; Engineering","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"],"consensus_categories":[],"category_scores_codex":[0.001324612,0.0003503739,0.0008322591,0.0005891998,0.0001370476,0.0002114456,0.0002818904,0.0002119851,0.000837333],"category_scores_gemma":[0.0008032315,0.0004081608,0.000119813,0.0003627584,0.00007920954,0.0005104276,0.0002799045,0.0003346175,0.0004267924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002441465,"about_ca_system_score_gemma":0.00007270536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001710634,"about_ca_topic_score_gemma":0.0004185924,"domain_scores_codex":[0.9971306,0.0001207184,0.001211408,0.0008479746,0.00009122939,0.0005980525],"domain_scores_gemma":[0.9980196,0.0005891707,0.0004471915,0.0006993247,0.00007027061,0.000174494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001654914,0.00141374,0.1022769,0.009138461,0.001050937,0.0007936222,0.09231048,0.002388604,0.0004533992,0.5225979,0.04418925,0.2232212],"study_design_scores_gemma":[0.003632427,0.0001123659,0.01574387,0.002048735,0.000056152,0.0002541704,0.008961821,0.01336748,0.0002177348,0.7464862,0.2073459,0.001773202],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2499527,0.4064381,0.009073051,0.2319604,0.002399607,0.002414517,0.0006386611,0.0009522813,0.09617071],"genre_scores_gemma":[0.9087367,0.07990248,0.006596846,0.002323384,0.0001757891,0.0001319686,0.0000648059,0.0001072656,0.00196074],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6587841,"threshold_uncertainty_score":0.999837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08605827863351796,"score_gpt":0.2884846349054648,"score_spread":0.2024263562719468,"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."}}