{"id":"W4401914602","doi":"10.18280/ijsdp.190837","title":"Systematic Review for the Assessment of Indoor Environment Quality Factors and Sub-Indicators of Classrooms","year":2024,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Diverse Academic Research Analysis","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Environmental science; Environmental planning","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004788332,0.00006586342,0.0002796231,0.0002759195,0.000112576,0.00006648571,0.0002682036,0.00003466004,0.00002770667],"category_scores_gemma":[0.0008735887,0.00004056305,0.00007396009,0.000141125,0.0001119159,0.0002212404,0.00007197155,0.000129951,1.376165e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002032884,"about_ca_system_score_gemma":0.000434489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005427438,"about_ca_topic_score_gemma":0.00000171962,"domain_scores_codex":[0.9982038,0.0001339857,0.0006119726,0.00007793773,0.000837242,0.0001350258],"domain_scores_gemma":[0.9980824,0.001117093,0.0004499734,0.00003722892,0.0002510219,0.0000622778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001835787,0.000212669,0.4388955,0.1929677,0.01388285,0.0004832571,0.1563376,0.000227318,0.0002088177,0.1808625,0.003535835,0.01220228],"study_design_scores_gemma":[0.001013931,0.0001841281,0.1161973,0.07233959,0.001268737,0.00001824467,0.742848,0.0004159246,0.00108084,0.00251753,0.06164693,0.0004688084],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9463715,0.04434051,0.005958475,0.001859488,0.0001753834,0.0007439906,0.00001083358,0.000005092266,0.0005347164],"genre_scores_gemma":[0.9888412,0.01031659,0.0004239737,0.00002753549,0.00003409013,0.00001027643,0.000003020627,0.00000342015,0.0003399108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5865104,"threshold_uncertainty_score":0.165955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03449736744365571,"score_gpt":0.386434467289095,"score_spread":0.3519370998454392,"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."}}