{"id":"W1982725218","doi":"10.1167/14.10.465","title":"Perception of saturation in natural scenes","year":2014,"lang":"en","type":"article","venue":"Journal of Vision","topic":"Color perception and design","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pixel; Grayscale; Computer vision; Artificial intelligence; HSL and HSV; Color space; Perception; Computer science; Mathematics; Color image; Color histogram; Saturation (graph theory); Psychology; Image processing; Image (mathematics); Biology","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":[0.001041823,0.0004287756,0.0002524916,0.0007706948,0.0002554987,0.0009725527,0.0003058871,0.0003075222,0.001964271],"category_scores_gemma":[0.0080455,0.0002421206,0.0002910208,0.0002333732,0.0005996542,0.001115599,0.001185347,0.0002580278,0.0001529603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000338741,"about_ca_system_score_gemma":0.0001361226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001368883,"about_ca_topic_score_gemma":0.001113188,"domain_scores_codex":[0.9990702,0.0002746344,0.00004818101,0.0001924297,0.0003139748,0.0001005883],"domain_scores_gemma":[0.9968153,0.001609677,0.0005264348,0.0002073792,0.0005631994,0.0002779824],"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":[0.005148184,0.0002783056,0.2197294,0.001904643,0.0006764312,0.0005841431,0.01828016,0.007700361,0.5721043,0.005460917,0.002855948,0.1652772],"study_design_scores_gemma":[0.00009850226,0.002456516,0.8927722,0.0002734372,0.0002141865,0.001380512,0.0090607,0.022564,0.05567958,0.007732645,0.007524902,0.0002427968],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774454,0.0003680827,0.01552945,0.00003444137,0.00001667402,0.00005404136,0.0001314326,0.0001142483,0.006306324],"genre_scores_gemma":[0.9959189,0.00006790701,0.003639228,0.00002866108,0.000005488727,0.00002537391,0.00008680794,0.00002067788,0.0002071001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001964271,"threshold_uncertainty_score":0.006571114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02026238473499804,"score_gpt":0.3569021155392907,"score_spread":0.3366397308042927,"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."}}