{"id":"W1968317630","doi":"10.1242/jeb.079558","title":"High complexity of aquatic irradiance may have driven the evolution of four-dimensional colour vision in shallow-water fish","year":2013,"lang":"en","type":"article","venue":"Journal of Experimental Biology","topic":"Fish biology, ecology, and behavior","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Queen's University","funders":"","keywords":"Irradiance; Fish <Actinopterygii>; Waves and shallow water; Biology; Environmental science; Fishery; Oceanography; Optics; Geology; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003760972,0.0002432702,0.0003355654,0.0004115518,0.0004998411,0.0008744864,0.000368437,0.0006033381,0.002490445],"category_scores_gemma":[0.0009403438,0.0005061489,0.000477392,0.0003271645,0.001187296,0.001166512,0.001190227,0.0007389456,0.0003196296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001049564,"about_ca_system_score_gemma":0.0006679249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00475822,"about_ca_topic_score_gemma":0.007533,"domain_scores_codex":[0.9997795,0.00002407856,0.00001949324,0.00007872679,0.00006041422,0.00003766367],"domain_scores_gemma":[0.999419,0.00009168575,0.0001479727,0.0001043275,0.0001303499,0.0001066857],"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":[0.0002291796,0.00004570958,0.1260919,0.0002070334,0.0001268572,0.0005130459,0.001138902,0.00474802,0.8289307,0.01122693,0.0002798036,0.02646197],"study_design_scores_gemma":[0.00002795575,0.0003392058,0.9115883,0.00006098806,0.0001013233,0.001046975,0.00096967,0.01849828,0.05049712,0.01129982,0.005412015,0.0001583341],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827288,0.0001949205,0.01330449,0.000276549,0.00001406603,0.00001441532,0.00008624128,0.00005207121,0.003328343],"genre_scores_gemma":[0.9910017,0.0001515337,0.007717243,0.00008878885,0.000004959002,0.00001097417,0.00006816252,0.00001986882,0.0009368191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00475822,"threshold_uncertainty_score":0.009461045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03036046817724751,"score_gpt":0.2794568992264342,"score_spread":0.2490964310491867,"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."}}