{"id":"W3012022212","doi":"10.3390/aerospace7030026","title":"The Bird Strike Challenge","year":2020,"lang":"en","type":"article","venue":"Aerospace","topic":"Avian ecology and behavior","field":"Environmental Science","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Deutscher Akademischer Austauschdienst; Transport Canada","keywords":"Aviation; Aviation safety; Aeronautics; Presentation (obstetrics); Geography; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.00005757477,0.00005530621,0.00004632974,0.000001207967,0.0002008811,0.00001133406,0.0001878679,0.00004114019,0.001263164],"category_scores_gemma":[0.00002146656,0.00003675935,0.00002399326,0.00007328957,0.0001515022,0.00005474975,0.0001192547,0.0001030823,0.006002962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002300123,"about_ca_system_score_gemma":0.000003117729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001261859,"about_ca_topic_score_gemma":0.0003423752,"domain_scores_codex":[0.9995361,0.00001992813,0.00005323975,0.0001373126,0.00008805426,0.0001653823],"domain_scores_gemma":[0.9997436,0.00003498238,0.00002337568,0.000120162,0.000001381836,0.00007644279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001518314,0.00003793354,0.9489081,0.000001038383,0.000004504704,0.0000152609,0.0007517978,0.00002476051,0.001685024,0.000247084,0.03651239,0.01179692],"study_design_scores_gemma":[0.000167868,0.0001345544,0.798079,8.287552e-7,0.000008329115,0.000001790743,0.0002512583,0.00003480919,0.000724736,0.00009194668,0.2004022,0.0001026344],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.943316,0.00009632422,0.00007920554,0.04701773,0.0001309527,0.0001333491,0.000001322701,0.0001418252,0.009083263],"genre_scores_gemma":[0.9966353,0.00005151685,0.0001007658,0.001042618,0.00003559772,0.000008425814,2.698507e-7,0.000008627618,0.002116931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1638898,"threshold_uncertainty_score":0.9996498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01849746707354709,"score_gpt":0.2230238989249719,"score_spread":0.2045264318514248,"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."}}