{"id":"W7110564796","doi":"","title":"Evaluating bird-window collision patterns, species vulnerability, and a mitigation approach","year":2025,"lang":"en","type":"article","venue":"SHAREOK (University of Oklahoma; Oklahoma State University; Central Oklahoma University)","topic":"Avian ecology and behavior","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Collision; Window (computing); Scarcity; Population; Product (mathematics); Vulnerability (computing)","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003987501,0.0005663988,0.0007416682,0.0008161496,0.001558261,0.000062801,0.001203978,0.0004025897,0.001912117],"category_scores_gemma":[0.00005792758,0.0007692708,0.0003587811,0.001973624,0.001475471,0.001551607,0.00173861,0.0005826894,0.0000862251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001539068,"about_ca_system_score_gemma":0.0002397644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001500508,"about_ca_topic_score_gemma":0.003967204,"domain_scores_codex":[0.996106,0.0005380485,0.0003337275,0.00137034,0.0006388717,0.001013011],"domain_scores_gemma":[0.997983,0.0002561889,0.0004421923,0.0006789474,0.0001579731,0.0004816571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001137996,0.0007229058,0.9786891,0.000188581,0.0002073857,0.0006230617,0.002491052,0.001136997,0.003431778,0.001228353,0.001072881,0.009069867],"study_design_scores_gemma":[0.004414749,0.0003625429,0.9642413,0.0001512201,0.0004718842,0.00002510497,0.01427682,0.001600186,0.0005695015,0.000166036,0.01296637,0.0007543369],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803634,0.00003625005,0.004266603,0.0004668047,0.00021388,0.0009460031,0.0004376672,0.0002843738,0.01298499],"genre_scores_gemma":[0.9683233,0.0002477962,0.003054989,0.0000574505,0.00002049194,1.812757e-7,0.0001507452,0.00003429149,0.02811078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01512579,"threshold_uncertainty_score":0.9997416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01649423703885486,"score_gpt":0.2142318837378432,"score_spread":0.1977376466989883,"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."}}