{"id":"W4378211988","doi":"10.32942/x23029","title":"Light wavelength and pulsing frequency affect avoidance responses of Canada geese","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Avian ecology and behavior","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Attraction; Goose; Blue light; Red light; Environmental science; Colored; Wavelength; Affect (linguistics); Collision avoidance; Collision; Optics; Audiology; Physics; Ecology; Biology; Psychology; Computer science; Communication; Medicine; Materials science; Computer security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007038463,0.0002241264,0.0001406005,0.0001556635,0.0001793769,0.0002824773,0.00009793331,0.0002029479,0.0008629173],"category_scores_gemma":[0.0003241354,0.0001065803,0.0001886976,0.0000894206,0.0001669403,0.0001274276,0.0001568048,0.0004192001,0.0001156784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003308156,"about_ca_system_score_gemma":0.0002375437,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02599998,"about_ca_topic_score_gemma":0.06251611,"domain_scores_codex":[0.9999214,0.00000916518,0.000003601301,0.00002249388,0.00001604728,0.00002720229],"domain_scores_gemma":[0.9997613,0.00003006612,0.00004382453,0.00001416862,0.00005637042,0.00009430776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001811469,0.0003050225,0.05727307,0.00005127989,0.00005492523,0.0001332875,0.0003961005,0.00009793582,0.9343312,0.00002646236,0.0001490748,0.00537007],"study_design_scores_gemma":[0.00002505423,0.001600323,0.9514326,0.000008617212,0.00006632967,0.0001215896,0.0004595507,0.0006114428,0.04471635,0.00003496241,0.0008981719,0.00002490612],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997287,0.00005846444,0.00003878359,0.000009823381,0.000002102326,0.000002302642,0.00002828439,0.00000282244,0.0001285956],"genre_scores_gemma":[0.9980649,0.0001096417,0.000231884,0.0000792532,0.000002776816,0.00001430207,0.0001269624,0.000007207555,0.001363091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.974,"threshold_uncertainty_score":0.05169731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01797018054532399,"score_gpt":0.2473758013004126,"score_spread":0.2294056207550886,"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."}}