{"id":"W4414245244","doi":"10.69554/lapk5406","title":"Facing the future: Choosing capital investments that win in a world of rapid growth and change","year":2025,"lang":"en","type":"article","venue":"Journal of airport management","topic":"Regional Development and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Surprise; Destinations; Business travel; Aviation; Capital (architecture); Position (finance)","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":[],"consensus_categories":[],"category_scores_codex":[0.0008632128,0.0000735643,0.0001525365,0.0004057008,0.0001292699,0.00004419334,0.000197002,0.0000232977,0.00001491566],"category_scores_gemma":[0.00001433164,0.00005176653,0.00005371965,0.0004256653,0.00009482807,0.0002581129,0.00007667596,0.0001057807,6.707511e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007482463,"about_ca_system_score_gemma":0.00006264394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003073859,"about_ca_topic_score_gemma":0.0005247951,"domain_scores_codex":[0.9990615,0.00007312213,0.0002769486,0.00007452657,0.0003576435,0.0001562135],"domain_scores_gemma":[0.999566,0.00003404637,0.0002593077,0.00005584168,0.0000406229,0.00004419825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001047683,0.0001877582,0.4500866,0.00028653,0.000515267,0.0001576091,0.07041875,0.000005535039,0.00002853913,0.3190403,0.02448548,0.1346828],"study_design_scores_gemma":[0.0004721108,0.00001853795,0.9060665,0.0002805632,0.00003711219,0.000001714903,0.009440677,0.000002285881,0.00005051208,0.01009222,0.07346149,0.00007623951],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.854943,0.003325078,0.00003444164,0.05439229,0.001122855,0.0005614173,8.148818e-7,0.000007935149,0.08561219],"genre_scores_gemma":[0.992719,0.003555772,0.0002958479,0.001576137,0.0002300557,0.000005474682,4.28444e-7,0.000003257006,0.001614026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4559799,"threshold_uncertainty_score":0.2110978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03449197095754204,"score_gpt":0.2969422543534881,"score_spread":0.2624502833959461,"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."}}