{"id":"W7051827208","doi":"","title":"Preferred surface luminances in offices, by evolution: a pilot study","year":2002,"lang":"en","type":"article","venue":"NPARC","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"National Research Council Canada; Public Works and Government Services Canada","keywords":"Grayscale; Image (mathematics); Afterimage; Image processing; Image enhancement; Brightness; Contrast (vision)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.001388146,0.0002631058,0.0002779159,0.000316532,0.0004647747,0.0005062056,0.0002321514,0.0003864237,0.001397879],"category_scores_gemma":[0.004513819,0.0001581597,0.0002531173,0.0001592827,0.0004683928,0.0003878498,0.0004245621,0.0003989384,0.0001272045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002698494,"about_ca_system_score_gemma":0.0001513627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001331524,"about_ca_topic_score_gemma":0.001473857,"domain_scores_codex":[0.9994045,0.0002887984,0.00002775129,0.0001077058,0.0001092937,0.0000619896],"domain_scores_gemma":[0.9983869,0.0009449818,0.0001512986,0.0001270498,0.0001975232,0.0001922738],"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":[0.01388545,0.02218007,0.1840196,0.0004342193,0.0001403579,0.002030876,0.04184182,0.002820591,0.5611965,0.00145878,0.001216777,0.1687748],"study_design_scores_gemma":[0.0009764827,0.08335084,0.7906743,0.00005299599,0.0002184946,0.003197443,0.01678855,0.009546396,0.08649143,0.00128318,0.007249562,0.0001702537],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994714,0.000007526592,0.0001721914,0.000005178395,9.528811e-7,0.00001611742,0.000005022291,0.000002919803,0.0003188158],"genre_scores_gemma":[0.9980363,0.00002293243,0.001279091,0.00001384127,0.000003053926,0.0000274775,0.00001866026,0.000005514258,0.0005930552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001397879,"threshold_uncertainty_score":0.007341325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02797259492953197,"score_gpt":0.2568337143910587,"score_spread":0.2288611194615268,"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."}}