{"id":"W2177224195","doi":"10.1371/journal.pone.0135029","title":"Rethinking Colour Constancy","year":2015,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Color Science and Applications","field":"Physics and Astronomy","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Color constancy; Standard illuminant; Object (grammar); Hue; Mathematics; Physics; Computer vision; Optics; Artificial intelligence; Computer science; Image (mathematics)","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":[0.002666195,0.0003151652,0.0005171315,0.0009250913,0.0004280005,0.002130554,0.001424953,0.0005763939,0.002085031],"category_scores_gemma":[0.01585888,0.0002277545,0.0006418524,0.001121328,0.002969571,0.004603081,0.002458161,0.001524026,0.0002760113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008553219,"about_ca_system_score_gemma":0.0003427073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009492062,"about_ca_topic_score_gemma":0.0005998994,"domain_scores_codex":[0.9980264,0.0004295527,0.0001032201,0.0005315955,0.0007332891,0.0001759105],"domain_scores_gemma":[0.9932972,0.0034169,0.0006926766,0.001772135,0.000665937,0.0001552012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001090052,0.0001016498,0.0471653,0.0007020976,0.0002391297,0.000744646,0.004204038,0.02382057,0.280835,0.4368707,0.002190429,0.2020364],"study_design_scores_gemma":[0.00009140498,0.0007287048,0.1672339,0.0002225593,0.0002495783,0.001371997,0.002063326,0.1124953,0.1973727,0.4613435,0.05649555,0.0003316684],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8613667,0.003105273,0.1170332,0.001685764,0.0003443291,0.00002476887,0.0001389109,0.0006612856,0.01563978],"genre_scores_gemma":[0.9902278,0.0002309835,0.008521411,0.0001837131,0.0000283922,0.000008263326,0.0000370655,0.0001375049,0.0006247632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002666195,"threshold_uncertainty_score":0.01410031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1110793279091709,"score_gpt":0.2634844109556906,"score_spread":0.1524050830465197,"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."}}