{"id":"W7011225337","doi":"","title":"Lightswitch : a model for manual control of lighting and blinds","year":2003,"lang":"en","type":"article","venue":"NPARC","topic":"Tactile and Sensory Interactions","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Daylighting; Electric light; Wizard; Daylight; Energy (signal processing); Task (project management); Field (mathematics); Probabilistic logic; Control (management)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003211379,0.0007101988,0.0006321282,0.0003694834,0.0006268316,0.001018306,0.001952147,0.001310583,0.01265182],"category_scores_gemma":[0.000888016,0.0004721916,0.0007674032,0.0002652649,0.0006546046,0.001093646,0.0009247199,0.000899021,0.001754042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008663553,"about_ca_system_score_gemma":0.001352781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009063706,"about_ca_topic_score_gemma":0.006987617,"domain_scores_codex":[0.9998173,0.00003337967,0.00001104682,0.00004156201,0.00007420005,0.00002247272],"domain_scores_gemma":[0.9997786,0.00009372525,0.0000218983,0.00003132291,0.00005023971,0.00002413016],"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":[0.00009996419,0.00005535435,0.0005957974,0.00007066297,0.00001801936,0.0000654867,0.00007002238,0.9453687,0.003324628,0.03191009,0.002915937,0.01550541],"study_design_scores_gemma":[0.00001769074,0.00001579358,0.000076169,0.0000075492,0.000006060713,0.00002391597,0.00000571257,0.9891873,0.0008065403,0.004838067,0.005007013,0.000008278689],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01194198,0.00009428796,0.9736416,0.0001510527,0.00006524313,0.0001236174,0.0004988534,0.003027298,0.01045611],"genre_scores_gemma":[0.4120645,0.0004915741,0.5484226,0.0002028926,0.00007152723,0.001627784,0.00145648,0.001088253,0.03457448],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01265182,"threshold_uncertainty_score":0.0423246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04157669272035616,"score_gpt":0.2980042798823412,"score_spread":0.2564275871619851,"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."}}