{"id":"W4285492744","doi":"10.1038/s41467-022-31527-6","title":"Decapod-inspired pigment modulation for active building facades","year":2022,"lang":"en","type":"article","venue":"Nature Communications","topic":"Tactile and Sensory Interactions","field":"Neuroscience","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of the Environment, Conservation and Parks; University of Toronto","funders":"University of Toronto","keywords":"Daylight; Electrochromism; Computer science; Transmission (telecommunications); Environmental science; Fluidics; Modulation (music); Shading; Sunlight; Materials science; Energy (signal processing); Automotive engineering; Simulation; Acoustics; Optics; Aerospace engineering; Telecommunications; Physics; Engineering","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":[0.00003068531,0.0001363857,0.0001223517,0.00009500074,0.0001043125,0.0002582547,0.0002458549,0.0001655085,0.0007779333],"category_scores_gemma":[0.00006974469,0.00008160869,0.0001061313,0.0000671348,0.000184547,0.0001973774,0.0002554079,0.0002030828,0.0001497436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001793608,"about_ca_system_score_gemma":0.0001067439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002499002,"about_ca_topic_score_gemma":0.0004966055,"domain_scores_codex":[0.9999827,0.000001539128,6.144888e-7,0.000005121534,0.000004951592,0.000005002856],"domain_scores_gemma":[0.9999768,0.00000486456,0.00000473845,0.00000269434,0.0000032104,0.000007741864],"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":[0.00005673023,0.00006841015,0.0002935995,0.0001414843,0.00001040328,0.0001428616,0.00004333394,0.03028775,0.9517431,0.003696026,0.0003719982,0.01314426],"study_design_scores_gemma":[0.00003263632,0.0002785965,0.00148979,0.00002081091,0.00001994109,0.0001640035,0.00006597913,0.4717885,0.5110921,0.002620206,0.01239396,0.00003351389],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9183568,0.001008992,0.06948303,0.0001722799,0.0001247279,0.00003268455,0.0001252462,0.0003761719,0.01032006],"genre_scores_gemma":[0.98776,0.0002710239,0.01005304,0.00003381761,0.000003311742,0.00002242014,0.00003314278,0.0000203584,0.001803011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007779333,"threshold_uncertainty_score":0.002602458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07504384678207926,"score_gpt":0.3703725684566475,"score_spread":0.2953287216745682,"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."}}