{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001677229,0.0001466006,0.0001714943,0.0008166587,0.0007892253,0.001690878,0.0004592595,0.0002364239,0.01323345],"category_scores_gemma":[0.000742739,0.0001450989,0.0004232046,0.0007386221,0.0004685545,0.000439923,0.0006975473,0.0003700663,0.0009407807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008115713,"about_ca_system_score_gemma":0.0003199559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007771835,"about_ca_topic_score_gemma":0.008829059,"domain_scores_codex":[0.9997683,0.00005593224,0.000005664882,0.00002767744,0.0000806182,0.00006179538],"domain_scores_gemma":[0.9994754,0.0002578749,0.0000349423,0.00003867303,0.000141335,0.00005187593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002166569,0.001254209,0.1222353,0.0004241017,0.0001649115,0.0009849151,0.009827046,0.1636548,0.1235596,0.1247868,0.01309233,0.4378495],"study_design_scores_gemma":[0.00007159635,0.0005755427,0.5854061,0.00009689738,0.0001373598,0.0004386812,0.02088342,0.2847835,0.05030878,0.03055845,0.0265939,0.0001457411],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8836759,0.0001743432,0.01600077,0.00009688319,0.00001828088,0.000025809,0.0003551137,0.0002201822,0.09943271],"genre_scores_gemma":[0.9935651,0.00003300685,0.001425255,0.000006273113,0.000003708079,0.000007090778,0.00009455074,0.00006045006,0.004804539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01323345,"threshold_uncertainty_score":0.04427034,"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."}}