{"id":"W1858069335","doi":"10.29173/cmplct8713","title":"School Architecture and Complexity","year":2004,"lang":"en","type":"article","venue":"Complicity An International Journal of Complexity and Education","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Affect (linguistics); Dance; Space (punctuation); Mathematics education; Architecture; The arts; Drama; Pedagogy; Test (biology); Physical space; Psychology; Sociology; Computer science; Visual arts; Communication; Art","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0004316165,0.00009311913,0.0001488527,0.0001398028,0.0003979672,0.0002035947,0.0003470049,0.0000459567,0.0001854039],"category_scores_gemma":[0.0001547556,0.00008911864,0.00004610343,0.00005979178,0.0005900257,0.000540636,0.00005557831,0.0001964379,0.00000484578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000194578,"about_ca_system_score_gemma":0.0004046244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001289504,"about_ca_topic_score_gemma":0.0005422693,"domain_scores_codex":[0.9988738,0.0001022068,0.0002769745,0.0001323925,0.0004896017,0.0001249767],"domain_scores_gemma":[0.999093,0.00005894673,0.0002229802,0.0000827923,0.0002700143,0.000272299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00006353122,0.0007689826,0.0771597,0.000009211906,0.00007360034,0.000001247056,0.009230968,0.00006164904,0.0001403035,0.9009397,0.0002343747,0.01131675],"study_design_scores_gemma":[0.000404645,0.00007132966,0.6318101,0.00003899793,0.00001329237,0.00005025548,0.003821635,0.000005508701,0.00002189297,0.3398965,0.02375577,0.0001101442],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750919,0.0001622873,0.001703512,0.01776895,0.000841258,0.0001008568,0.000009001455,0.00001055905,0.004311624],"genre_scores_gemma":[0.9884961,0.0003553265,0.00870083,0.001375137,0.0008501701,0.000002395369,0.00001580227,0.000005211689,0.0001990283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5610432,"threshold_uncertainty_score":0.3634153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07806344370492183,"score_gpt":0.386438682275935,"score_spread":0.3083752385710131,"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."}}