{"id":"W2312504126","doi":"10.5751/es-04594-170201","title":"Model-Based Estimation of Collision Risks of Predatory Birds with Wind Turbines","year":2012,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Avian ecology and behavior","field":"Environmental Science","cited_by":107,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Collision; Wind power; Estimation; Ecology; Environmental science; Environmental resource management; Computer science; Geography; Meteorology; Engineering; Biology; Computer security","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":[0.0009878479,0.0006221057,0.000785228,0.000839924,0.0002404193,0.0005179588,0.0006910734,0.0008650033,0.0005905748],"category_scores_gemma":[0.005405321,0.000587748,0.0006473267,0.0003255842,0.0001629462,0.000596037,0.0006013867,0.0005205061,0.0002245272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000575794,"about_ca_system_score_gemma":0.0005098517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01630681,"about_ca_topic_score_gemma":0.01197619,"domain_scores_codex":[0.999738,0.0001135368,0.00001710746,0.00005131791,0.0000469072,0.0000329528],"domain_scores_gemma":[0.9973556,0.001915483,0.0002792845,0.0001145001,0.0002238029,0.0001114412],"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":[0.0003493061,0.000130708,0.02886006,0.00004095157,0.0001227022,0.00005555541,0.00002817899,0.9531602,0.001463777,0.0001811986,0.0002920296,0.01531531],"study_design_scores_gemma":[0.0000119999,0.00007501009,0.009779009,0.000003655227,0.00001599461,0.0000242615,0.000009052505,0.9897114,0.0002002611,0.000135146,0.00002571966,0.000008485441],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9603308,0.0003040824,0.03812567,0.00009750946,0.00002215628,0.00002278211,0.0002602962,0.000143476,0.0006931653],"genre_scores_gemma":[0.9942605,0.0000504281,0.005322773,0.000005779451,0.000003727927,0.00001402835,0.0002020218,0.00000767884,0.0001331574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01630681,"threshold_uncertainty_score":0.03242379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02283648787714478,"score_gpt":0.2710307004344006,"score_spread":0.2481942125572558,"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."}}