{"id":"W4405677819","doi":"10.1007/978-981-97-8317-5_53","title":"Lighting Analyses of a University Classroom Learning Space","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Space (punctuation); Mathematics education; Computer science; Psychology; Operating system","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002390537,0.0001764922,0.0002680004,0.0002766307,0.00008071263,0.00002446112,0.0001782329,0.0002256067,0.0003057444],"category_scores_gemma":[0.0002333724,0.0001857482,0.0001321347,0.000115131,0.00006959253,0.00004799504,0.00007117232,0.0005585991,0.00001406609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003026856,"about_ca_system_score_gemma":0.00007279833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003530819,"about_ca_topic_score_gemma":0.001970481,"domain_scores_codex":[0.9990758,0.00001730016,0.0001605341,0.000229939,0.0003267352,0.0001897268],"domain_scores_gemma":[0.9992471,0.0005055764,0.00008256528,0.0000992694,0.0000180778,0.0000473627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001188429,0.0000341817,0.005494326,0.000425359,0.0004882673,0.00009059694,0.01781579,0.555819,0.0006745853,0.4167198,0.00006888155,0.002357338],"study_design_scores_gemma":[0.0002186286,0.00004336714,0.001590821,0.001600167,0.0002835034,0.000001705061,0.0006030962,0.002560867,0.0001586125,0.01224377,0.9798251,0.0008703147],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002120182,0.005721664,0.01397429,0.002590897,0.001150325,0.0003021541,0.00001458575,0.0002035748,0.9739223],"genre_scores_gemma":[0.8651128,0.0008074415,0.0007412107,0.00001622203,0.0003248006,7.673706e-7,0.000009288268,0.00004334385,0.1329441],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9797563,"threshold_uncertainty_score":0.7574592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02093487819425703,"score_gpt":0.2843287610421512,"score_spread":0.2633938828478942,"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."}}