{"id":"W4385362826","doi":"10.1080/23322551.2023.2211418","title":"Real-time lighting design: a pioneer, a work, and a collaboration","year":2023,"lang":"en","type":"article","venue":"Theatre & Performance Design","topic":"Cinema and Media Studies","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Cybernetics; Process (computing); Computer science; Control (management); Work (physics); Architectural engineering; Artificial light; Human–computer interaction; Class (philosophy); Multimedia; Artificial intelligence; Engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01087677,0.001032711,0.0005296733,0.001480726,0.008773135,0.01289523,0.001475174,0.00425735,0.002717198],"category_scores_gemma":[0.007356108,0.0006202343,0.0005424765,0.001123352,0.03752547,0.01610322,0.008022866,0.008345109,0.0007505875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003388939,"about_ca_system_score_gemma":0.001604091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001189412,"about_ca_topic_score_gemma":0.001519256,"domain_scores_codex":[0.990483,0.006966609,0.0001343868,0.0006401014,0.001338539,0.0004373588],"domain_scores_gemma":[0.9947699,0.003218017,0.0003042158,0.000718999,0.0002834446,0.0007055578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006750757,0.00009969097,0.0005462875,0.0001821004,0.00001021635,0.0006559468,0.1433013,0.0003610794,0.001087422,0.8105439,0.01164053,0.03150393],"study_design_scores_gemma":[0.00004492364,0.0002535175,0.0004736519,0.0005243961,0.00001140125,0.001604172,0.06654362,0.001167918,0.001455825,0.1085081,0.8193507,0.0000617461],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1808591,0.048309,0.1483523,0.1465443,0.004648452,0.0002638022,0.00007181278,0.0006264056,0.4703248],"genre_scores_gemma":[0.8880695,0.01336432,0.0389642,0.005059773,0.002087377,0.0001967303,0.00003122216,0.0004500441,0.05177682],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01289523,"threshold_uncertainty_score":0.05752259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04151956176356477,"score_gpt":0.2252620089712221,"score_spread":0.1837424472076573,"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."}}