{"id":"W2784259636","doi":"10.1111/ele.12902","title":"Artificial light at night confounds broad‐scale habitat use by migrating birds","year":2018,"lang":"en","type":"article","venue":"Ecology Letters","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":190,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"U.S. Fish and Wildlife Service; Nature Conservancy; University of Delaware","keywords":"Habitat; Bird migration; Nocturnal; Ecology; Light pollution; Geography; Scale (ratio); Selection (genetic algorithm); Attraction; Ecological trap; Biology; Cartography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003205469,0.0002319722,0.0002344037,0.00004874643,0.0006316869,0.00004909349,0.0002534461,0.0001639336,0.008839939],"category_scores_gemma":[0.00003477904,0.0002138991,0.00007808332,0.0001281151,0.0007616509,0.0003549862,0.0002030367,0.0001945694,0.007970463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006977768,"about_ca_system_score_gemma":0.000009819787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000225521,"about_ca_topic_score_gemma":0.006129952,"domain_scores_codex":[0.9979133,0.0001227881,0.0003467365,0.000463252,0.0002771158,0.0008768063],"domain_scores_gemma":[0.9991646,0.0001168951,0.0001471477,0.0003141926,0.000003573974,0.000253591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002471775,0.00005917643,0.5732237,0.0000014578,0.000009351974,0.000007935051,0.0004407936,0.000002415317,0.2146813,0.000003825221,0.2114081,0.0001372577],"study_design_scores_gemma":[0.0003040439,0.0003568433,0.7552561,0.000004231794,0.00002315861,0.00001771732,0.00003676848,0.00008103935,0.0404671,0.00003173215,0.2030743,0.0003468926],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.967688,0.00000792205,0.00008189368,0.02792492,0.0006452573,0.0002202106,0.00001008108,0.00007498359,0.003346686],"genre_scores_gemma":[0.9715077,0.000007181167,0.0006768697,0.02357968,0.0003190275,0.00001505306,0.00002222606,0.00003297918,0.0038393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1820325,"threshold_uncertainty_score":0.992802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01109577405865874,"score_gpt":0.2302183519558924,"score_spread":0.2191225778972337,"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."}}