{"id":"W4256130892","doi":"10.1007/978-94-6209-221-1_7","title":"Built Environments","year":2013,"lang":"en","type":"book-chapter","venue":"SensePublishers eBooks","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Desk; Window (computing); Architectural engineering; Field (mathematics); Visual arts; Engineering; Computer science; Art; World Wide Web; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003139889,0.0003479067,0.0003290138,0.0001337216,0.0005029187,0.000418235,0.0005068757,0.0004834527,0.01492124],"category_scores_gemma":[0.00004442112,0.0003470887,0.0002235232,0.000009387332,0.0006659083,0.0002262144,0.0001338573,0.0004135676,0.002545517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003944429,"about_ca_system_score_gemma":0.0002110865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007674376,"about_ca_topic_score_gemma":0.0002609954,"domain_scores_codex":[0.9975163,0.00004998952,0.0003391188,0.000492528,0.001150879,0.0004511873],"domain_scores_gemma":[0.9988633,0.0001090314,0.0002402981,0.0004499344,0.00002750792,0.0003098772],"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":[0.00000371953,0.00003219171,0.0002303684,0.00000914056,0.0002189758,0.0000137831,0.004836376,0.000001057367,0.00001001307,0.6820465,0.2936665,0.01893141],"study_design_scores_gemma":[0.0001269218,0.00001471617,0.0004197095,0.00002286277,0.00004515161,8.250242e-7,0.000572353,2.476847e-7,0.000001595948,0.02377999,0.9746456,0.0003700372],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002792745,0.0001275589,0.000005285265,0.001593367,0.001260816,0.0005235438,0.00001514091,0.00006726757,0.9961277],"genre_scores_gemma":[0.002866008,0.0001049112,0.0001510898,0.001300339,0.0007848696,0.00002407277,0.00004547345,0.00007571479,0.9946475],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6809791,"threshold_uncertainty_score":0.9998981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03358888028519498,"score_gpt":0.2826437671728456,"score_spread":0.2490548868876507,"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."}}