{"id":"W1631976075","doi":"10.5751/es-02578-130238","title":"Avian Information Systems: Developing Web-Based Bird Avoidance Models","year":2008,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Federal Aviation Administration; Ministerie van Defensie","keywords":"Ecology; World Wide Web; Geography; Biology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001887166,0.0006813473,0.0005966628,0.0007973364,0.000353642,0.001219854,0.001282196,0.001082129,0.00308815],"category_scores_gemma":[0.007017801,0.0005319118,0.0009637783,0.00060618,0.0004504244,0.002161725,0.001476222,0.001228155,0.0007904638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009634423,"about_ca_system_score_gemma":0.0007844058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006184251,"about_ca_topic_score_gemma":0.004615599,"domain_scores_codex":[0.9995793,0.0002221585,0.00002478271,0.00006625035,0.00007647699,0.00003099928],"domain_scores_gemma":[0.9977992,0.001576286,0.000190582,0.00009121108,0.000242459,0.0001003443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002187235,0.00004798433,0.001585584,0.00004210546,0.00008004512,0.00004378479,0.00009262985,0.9412357,0.0002761358,0.03183192,0.001381726,0.02336037],"study_design_scores_gemma":[0.000003591316,0.000007593802,0.00009533281,0.000008859412,0.000007919758,0.000007021644,0.000009203286,0.9856513,0.00004468994,0.01379597,0.0003655079,0.000003046422],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03833117,0.0008775633,0.952483,0.0009400324,0.00006224972,0.0001034941,0.0002606131,0.000374968,0.006566878],"genre_scores_gemma":[0.6007589,0.001338739,0.3918178,0.0002253033,0.0001604773,0.0006301294,0.000598579,0.0002348703,0.004235156],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006184251,"threshold_uncertainty_score":0.0122965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02414846445858208,"score_gpt":0.2186351878495294,"score_spread":0.1944867233909473,"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."}}