{"id":"W4407982759","doi":"10.1177/036063251504500810","title":"Façade Fresh","year":2015,"lang":"en","type":"article","venue":"Lighting Design + Application","topic":"Architecture, Modernity, and Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Art","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003012226,0.0001471236,0.0001224701,0.00006959363,0.00007104712,0.00003812231,0.000183171,0.0000979127,0.000007144551],"category_scores_gemma":[0.00003486497,0.0001450833,0.00003096177,0.0001563882,0.00001980364,0.00008552599,0.00001944678,0.0001486614,0.0003719008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006514849,"about_ca_system_score_gemma":0.0000200369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001404997,"about_ca_topic_score_gemma":0.000003504169,"domain_scores_codex":[0.9991562,0.00004200587,0.0001856084,0.000198334,0.0001874073,0.0002304676],"domain_scores_gemma":[0.9993992,0.00007883911,0.00003726571,0.0003073484,0.00004333612,0.0001339815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008529535,0.0001222119,0.001804068,0.0001903408,0.00008266612,0.000009929114,0.006790807,0.4984693,0.2416411,0.006130664,0.121741,0.1229326],"study_design_scores_gemma":[0.0008811064,0.0001028163,0.0008143543,0.00003422145,0.000053309,0.00002794916,0.0001585262,0.6871952,0.189474,0.06067827,0.05970998,0.0008702331],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009181918,0.0003942366,0.977693,0.00006397205,0.000109069,0.000329992,0.00000170846,0.000887849,0.0113383],"genre_scores_gemma":[0.9608425,0.000009117774,0.03840718,0.00007701777,0.0003304609,0.0001389732,0.00001468969,0.00004579778,0.0001342119],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9516606,"threshold_uncertainty_score":0.5916325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03302616271663448,"score_gpt":0.2351576093798333,"score_spread":0.2021314466631988,"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."}}