{"id":"W607278582","doi":"","title":"Two Birds with One Stone","year":2005,"lang":"en","type":"article","venue":"Airport Magazine","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Runway; Snow removal; Clearing; ASDE-X; Transport engineering; Intersection (aeronautics); Investment (military); Aeronautics; Engineering; Snow; Computer science; Operations management; Business; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001489615,0.0001262176,0.0001352736,0.00003043261,0.00007168729,0.00002138095,0.0001248446,0.00003222479,0.007225856],"category_scores_gemma":[0.000006792182,0.0001086557,0.00002437417,0.000174209,0.0001883524,0.0003121955,0.00009125059,0.00006487472,0.0101744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001070989,"about_ca_system_score_gemma":0.000009965353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002065547,"about_ca_topic_score_gemma":0.001587625,"domain_scores_codex":[0.9990096,0.00001424317,0.0001762042,0.0002653686,0.000296664,0.0002379175],"domain_scores_gemma":[0.9995093,0.000006671581,0.00008238785,0.0003043101,0.000007507428,0.00008982167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001094947,0.0001951068,0.8167265,0.000006847021,0.00003056691,0.00003137308,0.00009981119,0.001068498,0.1435922,0.000433868,0.01198647,0.02571921],"study_design_scores_gemma":[0.001085705,0.0001639768,0.811574,0.00001293916,0.00003765409,0.0002177814,0.0000103541,0.0001929014,0.01929627,0.0002035346,0.1668835,0.0003214347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9632919,0.000009355144,0.0002889812,0.0007166733,0.0001442183,0.0001457277,0.000003069433,0.0001451629,0.0352549],"genre_scores_gemma":[0.9825147,0.000005709098,0.01506069,0.0002804897,0.0002195246,0.00001538652,0.00001110535,0.00002427227,0.001868147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.154897,"threshold_uncertainty_score":0.9936817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008819419736810169,"score_gpt":0.216080826678287,"score_spread":0.2072614069414768,"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."}}