{"id":"W3046195787","doi":"10.1101/2020.07.30.228627","title":"Light induced changes in starry flounder ( <i>Platichthys stellatus</i> ) opsin expression and its influence on vision estimated from a camouflage-based behavioural assay","year":2020,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Cephalopods and Marine Biology","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada; University of Victoria","keywords":"Camouflage; Opsin; Platichthys; Flounder; Biology; Blue light; Photopigment; Fish <Actinopterygii>; Zoology; Rhodopsin; Optics; Botany; Fishery; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009229581,0.0002388911,0.000169147,0.0002152002,0.0001304,0.0002328262,0.0001017611,0.0002353765,0.001384502],"category_scores_gemma":[0.000125684,0.0001327393,0.0002123293,0.0001068947,0.0002711559,0.0001603368,0.0002415596,0.0004682203,0.0001930335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003017281,"about_ca_system_score_gemma":0.00009085558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001399985,"about_ca_topic_score_gemma":0.002304301,"domain_scores_codex":[0.9999009,0.00001223899,0.00000829473,0.0000347674,0.00002207475,0.00002160421],"domain_scores_gemma":[0.9997986,0.00002902778,0.00008534879,0.00001429053,0.00003042132,0.00004235634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000140226,0.00001525179,0.003380304,0.00001604659,0.00000474734,0.00001560137,0.00003212862,0.00001413711,0.9959352,0.000007020773,0.0000136827,0.000425575],"study_design_scores_gemma":[0.00001074641,0.001256239,0.5510296,0.000008473552,0.00002780343,0.00009481122,0.0002942663,0.0003872456,0.4463497,0.00003271817,0.0004960439,0.00001216986],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993436,0.0000830948,0.0001818819,0.00001396329,0.000004004852,0.000004604618,0.0001108757,0.000007273106,0.0002508136],"genre_scores_gemma":[0.9979361,0.00007568864,0.0004350565,0.00005475402,0.00000344471,0.00002152125,0.0002833365,0.000008394392,0.001181642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001399985,"threshold_uncertainty_score":0.004631579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03021748100285762,"score_gpt":0.2346960163781349,"score_spread":0.2044785353752773,"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."}}